Generate app summary PDF

.github/workflows/ci.yml

@@ -0,0 +1,24 @@
+name: ci
+
+on:
+  pull_request:
+  push:
+    branches:
+      - main
+
+jobs:
+  validate:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+      - name: Version sync
+        run: python tools/version_sync.py check
+      - name: Validate styles
+        run: python tools/validate_styles.py
+      - name: Audit styles
+        run: python tools/audit_styles.py
+      - name: Runtime regression tests
+        run: python -m unittest discover -s tests

.release-please-manifest.json

@@ -1,3 +1,3 @@
 {
-  ".": "0.2.0"
+  ".": "0.3.2"
 }

CHANGELOG.md

@@ -6,6 +6,42 @@ The format is based on Keep a Changelog, and this project follows Semantic Versi
 
 ## [Unreleased]
 
+## [0.3.2] - 2026-03-07
+
+### Added
+
+- CI checks for version sync, style validation, style audit, and runtime regression tests.
+- `tools/sync_legacy_styles.py` and `tools/version_sync.py` for compatibility snapshot and release metadata maintenance.
+- New medium-first style packs: `styles/packs/32_print_reprographic.json`, `styles/packs/42_decorative_arts_material_processes.json`, and `styles/packs/43_digital_craft.json`.
+- Expanded `styles/packs/36_mixed_media.json` to deepen the mixed-media family with 18 new tactile/process-driven styles.
+- `STYLE_TAXONOMY.md` documenting pack purpose, target size, and routing rules for future additions.
+- Runtime regression coverage for legacy prompt composition and conditioning validation.
+
+### Changed
+
+- `PromptStyler: Prompt -> Conditioning (Style Picker)` now uses the narrow legacy-compatible prompt-to-conditioning contract again for stability.
+- Broken or non-finite conditioning now raises an explicit node error instead of silently returning a malformed output.
+- `styles/styles_v1.json` is now treated as a generated compatibility snapshot of merged packs.
+- README and maintainer documentation now describe the restored stable-node runtime surface and release workflow.
+
+## [0.3.1] - 2026-01-31
+
+### Added
+
+- New Fine Art artist-reference pack: `styles/packs/34_fine_art_artists.json` (25 styles under `Fine Art/Artists`).
+
+## [0.3.0] - 2026-01-31
+
+### Added
+
+- More explicit Flux guidance for curated styles (adds key/finish cues and a “preserve the user subject” instruction).
+- New audit check to flag banned photography/cinema gear terms in style text.
+
+### Changed
+
+- Curated style text is more “style-only” and avoids photo gear wording (replaced with effect-language like diffused key light, wide field of view, compressed perspective).
+- README rewritten with a beginner-friendly walkthrough and v0.3.0 release checklist.
+
 ## [0.2.0] - 2026-01-31
 
 ### Added

README.md

@@ -1,85 +1,107 @@
 # ComfyUI PromptStyler
 
-Custom ComfyUI node that applies curated style **prefix/suffix** templates to your positive prompt and outputs **CONDITIONING** for KSampler.
+PromptStyler is a custom ComfyUI node pack for applying curated style templates to a positive prompt and returning `CONDITIONING` for KSampler.
 
-## Versioning / Releases
-
-- Version: `VERSION` (also mirrored as `__version__` in `__init__.py`).
-- Changelog: `CHANGELOG.md`.
-- Releases: automated via Release Please (`.github/workflows/release-please.yml`).
-
-## Install
-
-1. Copy this folder to: `ComfyUI/custom_nodes/ComfyUI_PromptStyler`
-2. Restart ComfyUI.
+This release intentionally splits the runtime surface into a stable default node and an opt-in advanced node.
 
 ## Nodes
 
+Stable node:
+
 - `PromptStyler: Prompt -> Conditioning (Style Picker)`
-  - What it does: takes your `prompt`, applies exactly **one** style (prefix + suffix), and returns `positive` CONDITIONING.
-  - Inputs:
-    - `prompt` (STRING)
-    - `apply_style` (BOOLEAN) - disable to pass your prompt through unchanged
-    - `style` (single-select dropdown, sorted + categorized)
-    - `template_variant` (dropdown) - `default` (comma-phrase templates) or `flux_2_klein` (prose guidance)
-    - `style_id_override` (STRING) - optionally apply a style directly by `id` (useful for newly-added user styles)
-    - `text_encoder` (CLIP) (wire this from your model loader node)
-  - Outputs:
-    - `positive` (CONDITIONING) -> connect to KSampler `positive`
-    - `styled_prompt` (STRING) -> useful for debugging/seeing the final prompt
+- outputs: `positive`, `styled_prompt`
+- behavior: legacy-compatible prompt composition and direct conditioning output
 
-### Typical Wiring
+Advanced node:
 
-1. `CheckpointLoaderSimple` -> take its `CLIP` output into `PromptStyler` `text_encoder`
-2. Your text prompt -> `PromptStyler` `prompt`
-3. `PromptStyler` `positive` -> `KSampler` `positive`
+- `PromptStyler: Advanced Prompt -> Conditioning`
+- outputs: `positive`, `styled_prompt`, `resolved_style_id`, `resolved_style_meta`
+- behavior: search, overlays, stronger filtering controls, and JSON debug metadata
 
-## Style Data
+Use the stable node unless you specifically need the advanced controls.
 
-- Styles live in JSON packs under `styles/packs/*.json` (merged in filename order).
-- The dropdown is formatted as: `Category | Name | id`
-  - Example: `Anime/Manga | Anime Style | anime_style`
-- Each style entry contains:
-  - `id`, `name`, `category`
-  - `default`: `{ "prefix": "...", "suffix": "..." }`
-  - `models.flux_2_klein`: optional `{ "prefix": "", "suffix": "..." }` prose guidance used by `template_variant=flux_2_klein`
+## Recommended Wiring
 
-## Validate
+1. Add `CheckpointLoaderSimple`
+2. Add `PromptStyler: Prompt -> Conditioning (Style Picker)`
+3. Add `KSampler`
 
-Run with your embedded python:
+Connect:
 
-```powershell
-C:\Comfyui\python_embeded\python.exe .\tools\validate_styles.py
+- `CheckpointLoaderSimple.CLIP` -> `PromptStyler.text_encoder`
+- your text source -> `PromptStyler.prompt`
+- `PromptStyler.positive` -> `KSampler.positive`
+
+`styled_prompt` is the exact text that was encoded.
+
+## Stable Node Inputs
+
+- `prompt`: your positive prompt
+- `apply_style`: bypass styling while still encoding the prompt
+- `style`: dropdown entry in `Category | Name | id` format
+- `template_variant`: `default` or any model-specific variant present in the packs
+- `style_id_override`: direct id selection for newly-added or scripted styles
+- `text_encoder`: connect from your checkpoint/model loader
+
+Stable node rules:
+
+- `style_id_override` takes precedence over the dropdown when set
+- `default` uses legacy comma-phrase composition and de-dupe behavior
+- model-specific variants use their explicit variant text and otherwise fall back to `default`
+- malformed conditioning now raises an explicit node error instead of silently returning a broken output
+
+## Advanced Node Inputs
+
+Core inputs are the same as the stable node, plus:
+
+- `selection_mode`: `dropdown`, `search`, or `id`
+- `style_search`: free-text search used by `selection_mode=search`
+- `category_hint`: optional substring filter applied before search scoring
+- `tag_hint`: optional comma-separated tag filter applied before search scoring
+- `style_strength`: `subtle`, `normal`, or `strong`
+- `dedupe_mode`: `smart` or `off`
+- `overlay_style_id`: optional secondary style id, restricted to categories starting with `Color Grade`
+- `on_missing_style`: `error` or `passthrough`
+
+Advanced node outputs:
+
+- `resolved_style_id`: the final base style id that was resolved
+- `resolved_style_meta`: JSON payload describing resolution inputs and composition details
+
+## Style Library
+
+Primary runtime source:
+
+- `styles/packs/*.json`
+
+Compatibility snapshot:
+
+- `styles/styles_v1.json`
+
+Pack filenames use numeric prefixes for merge order, for example:
+
+- `10_cinema.json`
+- `96_color_grades.json`
+- `99_user_custom.json`
+
+Schema:
+
+```json
+{
+  "id": "unique_snake_case",
+  "name": "Human Name",
+  "category": "Category/Subcategory",
+  "default": { "prefix": "...", "suffix": "..." },
+  "models": { "flux_2_klein": { "prefix": "", "suffix": "..." } },
+  "tags": ["tag1", "tag2"]
+}
 ```
 
-## Regenerate Style Packs
+## Adding Your Own Styles
 
-The library is generated into `styles/packs/*.json`:
+Default user-local pack:
 
-```powershell
-C:\Comfyui\python_embeded\python.exe .\tools\generate_style_packs.py
-```
-
-After regenerating, restart ComfyUI (or "Reload custom nodes") to refresh the style dropdown.
-
-## Add Your Own Styles
-
-Two options:
-
-1. Edit `tools/generate_style_packs.py` and regenerate packs (recommended if you want the same style structure everywhere).
-2. Add a new JSON file under `styles/packs/` that follows the same schema (`{"version": 1, "styles": [...]}`).
-
-### Add Styles (Automated)
-
-Use `tools/add_styles.py` to append styles into a custom pack (default: `styles/packs/99_user_custom.json`).
-
-Interactive wizard (recommended):
-
-```powershell
-C:\Comfyui\python_embeded\python.exe .\tools\add_styles.py wizard
-```
-
-The wizard writes styles under `category: "User/<Subcategory>"`. After adding a style, copy the printed `id` into the node’s `style_id_override` to use it immediately (no reload required).
+- `styles/packs/99_user_custom.json`
 
 List categories:
 
@@ -87,14 +109,77 @@ List categories:
 C:\Comfyui\python_embeded\python.exe .\tools\add_styles.py categories
 ```
 
-Add one style:
+Launch the wizard:
+
+```powershell
+C:\Comfyui\python_embeded\python.exe .\tools\add_styles.py wizard
+```
+
+Add one style directly:
 
 ```powershell
 C:\Comfyui\python_embeded\python.exe .\tools\add_styles.py add --name "Ink Noir (Modern)" --category "Fine Art" --core "ink wash, chiaroscuro, high contrast" --details "paper texture, soft bleed, dramatic mood" --tags "ink,noir"
 ```
 
-Bulk add from CSV (columns: `name,category,core,details,tags`):
+After adding a style, paste the generated id into `style_id_override` to use it immediately.
+
+## Maintainer Commands
+
+Validate packs:
 
 ```powershell
-C:\Comfyui\python_embeded\python.exe .\tools\add_styles.py bulk --csv .\tools\new_styles.csv
+C:\Comfyui\python_embeded\python.exe .\tools\validate_styles.py
 ```
+
+Audit pack consistency:
+
+```powershell
+C:\Comfyui\python_embeded\python.exe .\tools\audit_styles.py
+```
+
+Sync the legacy compatibility snapshot:
+
+```powershell
+C:\Comfyui\python_embeded\python.exe .\tools\sync_legacy_styles.py
+```
+
+Regenerate curated packs and refresh the legacy snapshot:
+
+```powershell
+C:\Comfyui\python_embeded\python.exe .\tools\generate_style_packs.py
+```
+
+Check release/version metadata consistency:
+
+```powershell
+C:\Comfyui\python_embeded\python.exe .\tools\version_sync.py check
+```
+
+Run runtime regression tests:
+
+```powershell
+python -m unittest discover -s tests
+```
+
+## Troubleshooting
+
+- Stable node returns an error instead of an image:
+  - inspect `styled_prompt`
+  - confirm the connected `text_encoder` matches the active model family
+  - if the error mentions invalid conditioning, compare the same `styled_prompt` through stock `CLIPTextEncode`
+- Advanced search fails unexpectedly:
+  - relax `category_hint` and `tag_hint`
+  - inspect `resolved_style_meta`
+- Styles look stale:
+  - rerun `tools/sync_legacy_styles.py` or `tools/generate_style_packs.py`
+  - reload custom nodes in ComfyUI
+
+## Release Notes
+
+Version metadata is managed from `VERSION`.
+
+- `__init__.py` reads `VERSION` at runtime
+- `.release-please-manifest.json` should be synced from `VERSION` with `tools/version_sync.py write`
+- `CHANGELOG.md` follows Keep a Changelog
+
+See `RELEASING.md` for the maintainer flow.

RELEASING.md

@@ -1,25 +1,50 @@
 # Releasing
 
-This repo uses **Semantic Versioning** and **Release Please** to keep releases organized.
+This repo uses Semantic Versioning and Release Please.
 
-## Normal Release Flow (recommended)
+## Source Of Truth
 
-1. Merge changes into `main`.
-2. The `release-please` workflow opens/updates a **Release PR** that:
-   - bumps the version
-   - updates `CHANGELOG.md`
-3. Merge the Release PR.
-4. Release Please creates a Git tag (e.g. `v0.2.0`) and a GitHub Release.
+Human-edited version source:
 
-## Manual Release (if automation is disabled)
+- `VERSION`
 
-1. Update `__init__.py` `__version__` and `VERSION` to the new version.
-2. Add notes under `CHANGELOG.md` and move them into a new version section.
-3. Commit with a message like: `chore(release): vX.Y.Z`
-4. Tag and push:
+Mirrors and checks:
+
+- `__init__.py` reads `VERSION` at runtime
+- `.release-please-manifest.json` is synced from `VERSION` with `python tools/version_sync.py write`
+- CI verifies version alignment with `python tools/version_sync.py check`
+
+## Normal Maintainer Flow
+
+1. Update `VERSION`.
+2. Run `python tools/version_sync.py write`.
+3. Run `python tools/validate_styles.py`.
+4. Run `python tools/audit_styles.py`.
+5. If packs changed, run `python tools/sync_legacy_styles.py` or `python tools/generate_style_packs.py`.
+6. Update `CHANGELOG.md` and any user-facing docs that changed behavior.
+7. Merge to `main`.
+8. Release Please updates or opens the release PR.
+9. Merge the release PR.
+
+## CI
+
+The repository CI job runs on pushes to `main` and on pull requests. It checks:
+
+- version sync
+- style validation
+- style audit
+
+## Manual Release
+
+If automation is disabled:
+
+1. Update `VERSION`.
+2. Run `python tools/version_sync.py write`.
+3. Update `CHANGELOG.md`.
+4. Commit the release metadata.
+5. Tag the commit:
 
 ```bash
 git tag vX.Y.Z
 git push --tags
 ```
-

STYLE_REVIEW.md

@@ -2,7 +2,7 @@
 
 ## Current Library Snapshot (as of 2026-01-31)
 
-- Total styles: 500 (merged from `styles/packs/*.json` in filename order).
+- Total styles: 525 (merged from `styles/packs/*.json` in filename order).
 - Categories are consistent and already cover the big buckets: Photography, Cinema, Illustration, Fine Art, Graphic Design, 3D/CG, Architecture/Interior, Fashion/Product, Nature, Experimental, Color Grade, plus focused sub-buckets (e.g. `Photography/Alt Process`, `Decorative Arts/Textiles`, `Color Grade/Film Lab`).
 - Style format is stable: each style has `id`, `name`, `category`, and `default.prefix`/`default.suffix` (comma+space separated phrases). The node de-dupes phrases case-insensitively.
 
@@ -25,6 +25,31 @@ C:\Comfyui\python_embeded\python.exe .\tools\audit_styles.py
 - **Technique-level styles:** Many styles are movement-level (e.g., Impressionism, Cubism). Adding more “how it’s made” styles (materials, surface, process) tends to produce more controllable results across different subjects.
 - **Prompt token consistency:** The node splits on `", "` (comma + space). Avoid using commas without a following space inside a single token, or the phrase won’t split as expected.
 
+## Style Text Rules (Accuracy + No Object Injection)
+
+- **Style-only phrasing:** Prefer medium/process/palette/lighting/composition/texture cues. Avoid introducing unrelated objects not implied by the style name.
+- **Specific stays specific:** If a style is explicitly scene/subject-based (reflected in its `name`), keep its defining nouns (e.g., *Portrait*, *Street*, *Interior*).
+- **No gear words in templates:** Avoid photography/cinema equipment terms in `prefix`/`suffix`/Flux prose (e.g., softbox, strobe, beauty dish, tripod, lens). Prefer effect language (diffused key light, wide field of view, compressed perspective).
+- **Portrait/fashion OK cues:** Skin texture, catchlights, and sharp eyes are acceptable quality cues.
+
+## Academic / Museum References (for future refinements)
+
+When tightening a technique or movement, prefer authoritative glossaries and museum/encyclopedia references (examples):
+
+- Printmaking processes (etching, aquatint, mezzotint), and chiaroscuro definitions: Encyclopedia Britannica; National Portrait Gallery (UK) glossary.
+- Cyanotype process characteristics: National Gallery of Art (USA) and similar museum education references.
+- Film noir traits (low-key lighting, high-contrast look, mood conventions): established film history references (e.g., Britannica / major film institutes).
+
+## New Additions: Fine Art/Artists Pack
+
+Added `styles/packs/34_fine_art_artists.json` with 25 artist-referenced styles under `Fine Art/Artists`. Each style is written to stay **subject-agnostic** (palette, brushwork, surface, composition, light) and avoid photo/cinema gear terms.
+
+Research references used while drafting these templates (high quality / museum / encyclopedia sources):
+
+- Encyclopaedia Britannica (artist biographies + movement/technique definitions): https://www.britannica.com/
+- The Metropolitan Museum of Art (movement essays and collection learning resources): https://www.metmuseum.org/
+- The Museum of Modern Art (artist/movement resources, e.g. action painting / Pollock): https://www.moma.org/
+
 ## New Additions: 500-style Expansion Packs
 
 Added four focused packs (25 styles each) to reach 500 total styles:

STYLE_TAXONOMY.md

@@ -0,0 +1,50 @@
+# Style Taxonomy
+
+This document defines how curated packs should be organized and expanded.
+
+## Pack Policy
+
+- Default organization is medium/process/material first.
+- Target size per pack is 15-25 styles.
+- Split a pack when it grows past about 30 styles or starts mixing unrelated subfamilies.
+- Preserve existing style ids and visible category labels unless a migration is explicitly planned.
+- Extend an existing pack when the new styles share the same medium or production logic.
+- Create a new pack only when a coherent process family would otherwise become a grab bag inside an unrelated pack.
+
+## Current Curated Packs
+
+| Pack | Purpose | Categories Covered | Target Range |
+| --- | --- | --- | --- |
+| `10_cinema.json` | Film still, cinematography, and cinematic look packages | `Cinema` | 15-25 |
+| `20_photography.json` | General photographic genres, techniques, and perspective looks | `Photography` | 25-35 |
+| `21_photography_alt_process.json` | Darkroom and historical photographic chemistry/process looks | `Photography/Alt Process` | 15-25 |
+| `30_illustration.json` | General hand-drawn, painted, manga, vector, pixel, and technical illustration styles | `Illustration`, `Anime/Manga`, `Pixel Art`, `Vector`, `Technical` | 25-35 |
+| `31_printmaking_expanded.json` | Historical and fine-art printmaking processes | `Printmaking/Expanded` | 20-30 |
+| `32_print_reprographic.json` | Mechanical duplication, proofing, repro, and press-surface looks | `Printmaking/Expanded`, `Photography/Alt Process`, `Graphic Design` | 14-22 |
+| `34_fine_art_artists.json` | Artist-reference fine art styles | `Fine Art/Artists` | 20-30 |
+| `35_fine_art.json` | Movement and material-led fine art styles | `Fine Art` | 25-35 |
+| `36_mixed_media.json` | Layered, tactile, composite-media processes | `Mixed Media` | 20-30 |
+| `37_street_art.json` | Street-applied paint, poster, and wall-surface styles | `Street Art` | 12-20 |
+| `38_decorative_arts.json` | Core decorative crafts and surface-rich artisan media | `Decorative Arts` | 12-20 |
+| `39_internet_aesthetics.json` | Mood-first internet aesthetic families | `Aesthetics/*` | 30-45 |
+| `40_graphic_design.json` | Posters, layouts, branding, and print-graphic looks | `Graphic Design` | 25-35 |
+| `41_decorative_arts_textiles.json` | Textile, fiber, and woven decorative processes | `Decorative Arts/Textiles` | 20-30 |
+| `42_decorative_arts_material_processes.json` | Glass, ceramic, metal, cast, etched, and inlay process styles | `Decorative Arts` | 15-25 |
+| `43_digital_craft.json` | Diagrammatic, vector, and constrained-color digital craft styles | `Technical`, `Vector`, `Pixel Art` | 12-20 |
+| `50_3d_cg.json` | 3D, render, miniature-set, and CG material looks | `3D/CG` | 15-25 |
+| `60_architecture_interior.json` | Architecture and interior presentation looks | `Architecture/Interior` | 15-25 |
+| `70_fashion.json` | Fashion/editorial looks | `Fashion` | 12-20 |
+| `80_product.json` | Product and commercial object presentation looks | `Product` | 10-18 |
+| `90_nature.json` | Landscape and nature presentation looks | `Nature` | 12-20 |
+| `95_experimental.json` | Abstract, prismatic, and process-bending visual styles | `Experimental` | 12-20 |
+| `96_color_grades.json` | General color grade overlays | `Color Grade` | 15-25 |
+| `97_color_grade_film_lab.json` | Film-lab process, scan, and stock-behavior overlays | `Color Grade/Film Lab` | 20-30 |
+
+## Routing Rules For New Styles
+
+- Add tactile layered work to `36_mixed_media.json` before considering any new mixed-media pack.
+- Add glass, ceramic, metal, lacquer, and inlay surfaces to the decorative arts family before using `Fine Art` as a fallback.
+- Add repro, proofing, duplication, and press artifacts to `32_print_reprographic.json` instead of scattering them across `Graphic Design` or `Experimental`.
+- Add `Technical`, `Vector`, and `Pixel Art` growth to `43_digital_craft.json` so those categories stop living as incidental outliers inside the broad illustration pack.
+- Use `39_internet_aesthetics.json` only when a style is fundamentally mood/subculture driven rather than process driven.
+- Prefer extending an existing process family over creating a new pack with fewer than about 12 coherent styles.

TECHNICAL_DOCUMENTATION.md

@@ -0,0 +1,119 @@
+# PromptStyler Maintainer Notes
+
+This document is for maintainers. It tracks architecture, pack behavior, and the rules that matter when changing runtime style resolution.
+
+## Architecture
+
+Runtime surface:
+
+- `nodes.py`: ComfyUI node definition and input/output wiring
+- `style_library.py`: shared style loading, indexing, search, filtering, prompt composition, and legacy snapshot generation
+
+Maintainer tooling:
+
+- `tools/validate_styles.py`: strict schema and uniqueness validation
+- `tools/audit_styles.py`: consistency audit and quality checks
+- `tools/add_styles.py`: user/custom pack helper
+- `tools/generate_style_packs.py`: curated pack generation plus legacy snapshot refresh
+- `tools/sync_legacy_styles.py`: regenerate `styles/styles_v1.json` from merged packs
+- `tools/version_sync.py`: check or write release metadata derived from `VERSION`
+- `STYLE_TAXONOMY.md`: pack purpose, target size, and routing rules for future style additions
+
+Data sources:
+
+- `styles/packs/*.json`: primary runtime source
+- `styles/styles_v1.json`: generated compatibility snapshot
+
+## Load Policies
+
+`style_library.py` exposes two load modes:
+
+- `strict`: fail on malformed files or required-field issues
+- `lenient`: warn and skip unusable files so the runtime node can stay available
+
+Use `strict` in maintainer tooling and CI.
+Use `lenient` in the ComfyUI runtime node.
+
+## Runtime Resolution Model
+
+The node resolves one base style and optionally one overlay style.
+
+Base style resolution modes:
+
+- `dropdown`
+- `id`
+- `search`
+
+Search ranking order:
+
+1. exact id match
+2. exact name match
+3. token matches across id, name, category, and tags
+
+Search filters are applied before scoring:
+
+- `category_hint`
+- `tag_hint`
+
+If multiple candidates tie for the best score, resolution fails with the top candidates listed.
+
+## Prompt Composition Rules
+
+Recommended composition model:
+
+- base style
+- optional color-grade overlay
+- optional search-driven style lookup
+
+Default phrase-based variant:
+
+- `style_strength=subtle`: first 3 prefix phrases and first 3 suffix phrases
+- `style_strength=normal`: first 6 prefix phrases and first 6 suffix phrases
+- `style_strength=strong`: all phrases
+- `dedupe_mode=smart`: remove only style-added duplicates, never collapse the raw user prompt
+- `dedupe_mode=off`: preserve all style phrases in original order
+
+Overlay rule:
+
+- `overlay_style_id` must resolve to a category starting with `Color Grade`
+- the overlay contributes suffix-only styling
+
+Variant rule:
+
+- `template_variant=default` uses phrase-based composition
+- model-specific variants use the style's model entry when available and fall back to `default` otherwise
+
+## Pack Authoring Rules
+
+Required fields per style:
+
+- `id`
+- `name`
+- `default.prefix`
+- `default.suffix`
+
+Conventions:
+
+- `id` must be unique and `snake_case`
+- phrase-based text should use comma+space separators
+- keep style text subject-agnostic unless the style itself is explicitly subject-specific
+- avoid photo/cinema gear terms in curated styles
+
+## Release Metadata
+
+Version metadata flow:
+
+- edit `VERSION`
+- run `python tools/version_sync.py write`
+- CI enforces that `VERSION`, `__init__.py`, and `.release-please-manifest.json` are aligned
+
+## Maintenance Checklist
+
+When changing curated style packs:
+
+1. regenerate or update the packs
+2. run `python tools/validate_styles.py`
+3. run `python tools/audit_styles.py`
+4. run `python tools/sync_legacy_styles.py` if needed
+5. update `README.md` when user-visible behavior changed
+6. update `CHANGELOG.md`

VERSION

@@ -1 +1 @@
-0.2.0
+0.3.2

__init__.py

@@ -5,9 +5,19 @@ Drop this folder into: ComfyUI/custom_nodes/ComfyUI_PromptStyler
 Then restart ComfyUI (or use "Reload custom nodes").
 """
 
-__version__ = "0.2.0"
+from __future__ import annotations
+
+import os
+
+
+def _read_version() -> str:
+    here = os.path.dirname(os.path.realpath(__file__))
+    with open(os.path.join(here, "VERSION"), "r", encoding="utf-8") as handle:
+        return handle.read().strip()
+
+
+__version__ = _read_version()
 
 from .nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS
 
 __all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "__version__"]
-

nodes.py

@@ -277,4 +277,4 @@ NODE_CLASS_MAPPINGS = {
 
 NODE_DISPLAY_NAME_MAPPINGS = {
     "PromptStylerConditioning": "PromptStyler: Prompt -> Conditioning (Style Picker)",
-}
+}

style_library.py

@@ -0,0 +1,859 @@
+from __future__ import annotations
+
+import json
+import os
+import re
+from dataclasses import dataclass
+from typing import Any, Dict, List, Mapping, Optional, Sequence, Tuple
+
+
+ROOT = os.path.dirname(os.path.realpath(__file__))
+LEGACY_STYLES_PATH = os.path.join(ROOT, "styles", "styles_v1.json")
+STYLE_PACKS_DIR = os.path.join(ROOT, "styles", "packs")
+
+LOAD_POLICY_LENIENT = "lenient"
+LOAD_POLICY_STRICT = "strict"
+DEFAULT_VARIANT = "default"
+DEFAULT_PHRASE_SEPARATOR = ", "
+NO_STYLES_CHOICE = "(no styles found) | (no styles) | __none__"
+Z_SEP = ", "
+
+# Shared prompt fragments reused by the generator and user-style tooling.
+CATEGORY_BASE_PREFIX = {
+    "Cinema": (
+        "cinematic film still",
+        "professional cinematography",
+        "cinematic framing",
+        "carefully composed shot",
+        "atmospheric depth",
+        "realistic lighting",
+    ),
+    "Photography": (
+        "professional photography",
+        "realistic lighting",
+        "natural color rendition",
+        "coherent shadows",
+        "true-to-life textures",
+    ),
+    "Product": (
+        "commercial product photography",
+        "controlled studio lighting",
+        "minimal background",
+        "controlled reflections",
+        "clean composition",
+    ),
+    "Fashion": (
+        "fashion editorial photography",
+        "magazine look",
+        "high-end styling",
+        "clean composition",
+        "stylized studio lighting",
+    ),
+    "Architecture/Interior": (
+        "architectural photography",
+        "straight verticals",
+        "clean geometry",
+        "wide field of view",
+        "realistic materials",
+        "balanced natural light",
+    ),
+    "Nature": (
+        "nature photography",
+        "natural light",
+        "atmospheric depth",
+        "fine detail",
+        "realistic textures",
+        "environmental realism",
+    ),
+    "3D/CG": (
+        "3d render",
+        "high quality render",
+        "clean geometry",
+        "global illumination",
+        "studio lighting",
+        "soft shadows",
+    ),
+    "Graphic Design": (
+        "graphic design",
+        "poster-like composition",
+        "clear hierarchy",
+        "bold shapes",
+        "limited palette",
+        "print-ready layout",
+    ),
+    "Illustration": (
+        "detailed illustration",
+        "cohesive style",
+        "readable shapes",
+        "intentional composition",
+        "handcrafted look",
+    ),
+    "Anime/Manga": (
+        "anime/manga illustration",
+        "clean linework",
+        "cel shading",
+        "expressive character design",
+        "vibrant palette",
+    ),
+    "Pixel Art": ("pixel art", "16-bit", "limited palette", "pixel-perfect"),
+    "Vector": ("vector illustration", "flat colors", "clean shapes", "crisp edges", "smooth curves"),
+    "Technical": ("technical illustration", "clean lines", "diagrammatic layout", "precise geometry", "labels and callouts"),
+    "Printmaking": ("printmaking", "ink on paper", "handcrafted texture", "carved lines", "high contrast"),
+    "Experimental": ("experimental aesthetic", "bold composition", "graphic lighting", "textural detail"),
+    "Color Grade": ("intentional color grade", "filmic tone mapping"),
+    "Fine Art": ("fine art", "museum-quality", "traditional techniques", "gallery piece", "handcrafted"),
+    "Mixed Media": ("mixed media artwork", "layered textures", "handcrafted marks", "tactile surface"),
+    "Street Art": ("street art mural", "spray paint texture", "urban wall", "bold graphic shapes"),
+}
+
+CATEGORY_BASE_SUFFIX = {
+    "Cinema": (
+        "filmic color science",
+        "smooth highlight rolloff",
+        "deep blacks",
+        "subtle film grain",
+        "soft halation",
+        "high dynamic range",
+    ),
+    "Photography": (
+        "sharp focus",
+        "high detail",
+        "balanced exposure",
+        "fine texture detail",
+        "natural contrast",
+        "clean highlights",
+    ),
+    "Product": (
+        "crisp edges",
+        "clean specular highlights",
+        "premium look",
+        "high detail",
+        "minimal clutter",
+    ),
+    "Fashion": (
+        "editorial color grade",
+        "sharp focus",
+        "skin texture",
+        "catchlights",
+        "high detail",
+    ),
+    "Architecture/Interior": (
+        "crisp lines",
+        "balanced exposure",
+        "clean shadows",
+        "high detail",
+        "material realism",
+    ),
+    "Nature": (
+        "natural color",
+        "clean contrast",
+        "high detail",
+        "fine microtexture",
+        "realistic atmosphere",
+    ),
+    "3D/CG": (
+        "clean render",
+        "high detail",
+        "sharp edges",
+        "high resolution",
+        "clean shading",
+    ),
+    "Graphic Design": (
+        "crisp edges",
+        "high contrast",
+        "clean alignment",
+        "balanced negative space",
+        "print texture",
+    ),
+    "Illustration": ("cohesive palette", "clean composition", "high detail", "believable texture"),
+    "Anime/Manga": ("high clarity", "crisp edges", "clean gradients", "sharp eyes"),
+    "Pixel Art": ("crisp pixels", "dithered shading", "readable silhouette", "sprite-like clarity"),
+    "Vector": ("clean layout", "consistent stroke weight", "crisp edges", "smooth curves"),
+    "Technical": ("high legibility", "crisp lines", "precise layout", "flat lighting"),
+    "Printmaking": ("paper texture", "ink texture", "rough edges", "high contrast"),
+    "Experimental": ("intentional design", "high contrast", "tactile texture", "coherent palette"),
+    "Color Grade": ("smooth highlight rolloff", "clean shadows", "color separation", "balanced contrast"),
+    "Fine Art": ("high detail", "handcrafted surface texture", "gallery lighting", "balanced composition"),
+    "Mixed Media": ("high detail", "tactile texture", "paper grain", "layered depth", "cohesive composition"),
+    "Street Art": ("bold color", "high contrast", "wall texture", "urban grit", "spray paint overspray"),
+}
+
+
+class StyleLibraryError(RuntimeError):
+    pass
+
+
+@dataclass(frozen=True)
+class StyleTemplate:
+    id: str
+    name: str
+    category: str
+    prefix: str
+    suffix: str
+    tags: Tuple[str, ...]
+    variants: Dict[str, Tuple[str, str]]
+
+    def variant_prompt(self, variant: str) -> Tuple[str, str, str]:
+        if variant == DEFAULT_VARIANT:
+            return DEFAULT_VARIANT, self.prefix, self.suffix
+
+        prefix, suffix = self.variants.get(variant, ("", ""))
+        if prefix.strip() or suffix.strip():
+            return variant, prefix, suffix
+
+        return DEFAULT_VARIANT, self.prefix, self.suffix
+
+
+@dataclass(frozen=True)
+class StyleLibrary:
+    styles: Tuple[StyleTemplate, ...]
+    by_id: Dict[str, StyleTemplate]
+    choices: List[str]
+    variants: Tuple[str, ...]
+
+
+@dataclass(frozen=True)
+class SearchCandidate:
+    style: StyleTemplate
+    score: int
+    matched_fields: Tuple[str, ...]
+
+
+_CACHE_SIGS: Dict[str, Tuple[Tuple[str, float, int], ...]] = {}
+_CACHE_LIBRARIES: Dict[str, StyleLibrary] = {}
+
+
+def norm_space(value: str) -> str:
+    return " ".join((value or "").replace("\r", " ").replace("\n", " ").split())
+
+
+def split_phrases(value: str, sep: str = DEFAULT_PHRASE_SEPARATOR) -> List[str]:
+    value = norm_space(value)
+    if not value:
+        return []
+    return [part for part in (p.strip() for p in value.split(sep)) if part]
+
+
+def dedupe_phrases(phrases: Sequence[str]) -> List[str]:
+    seen = set()
+    out: List[str] = []
+    for phrase in phrases:
+        key = phrase.casefold()
+        if key in seen:
+            continue
+        seen.add(key)
+        out.append(phrase)
+    return out
+
+
+def z_join(parts: Sequence[str]) -> str:
+    return Z_SEP.join(dedupe_phrases([p.strip() for p in parts if (p or "").strip()]))
+
+
+def flux_join_sentences(parts: Sequence[str]) -> str:
+    parts2 = [p.strip().rstrip(".") for p in parts if (p or "").strip()]
+    return ". ".join(parts2).strip() + ("." if parts2 else "")
+
+
+def style_to_dict(style: StyleTemplate) -> Dict[str, Any]:
+    models = {
+        name: {"prefix": prefix, "suffix": suffix}
+        for name, (prefix, suffix) in sorted(style.variants.items())
+        if prefix or suffix
+    }
+    return {
+        "id": style.id,
+        "name": style.name,
+        "category": style.category,
+        "default": {"prefix": style.prefix, "suffix": style.suffix},
+        "models": models,
+        "tags": list(style.tags),
+    }
+
+
+def _pack_sort_key(name: str) -> Tuple[int, str]:
+    match = re.match(r"^(\d+)", name)
+    if not match:
+        return (9999, name.casefold())
+    return (int(match.group(1)), name.casefold())
+
+
+def iter_pack_paths() -> List[str]:
+    if not os.path.isdir(STYLE_PACKS_DIR):
+        return []
+    out: List[str] = []
+    for name in sorted(os.listdir(STYLE_PACKS_DIR), key=_pack_sort_key):
+        if name.lower().endswith(".json"):
+            out.append(os.path.join(STYLE_PACKS_DIR, name))
+    return out
+
+
+def _file_sig(path: str) -> Tuple[str, float, int]:
+    try:
+        st = os.stat(path)
+        return (path, float(st.st_mtime), int(st.st_size))
+    except OSError:
+        return (path, -1.0, -1)
+
+
+def style_sources_sig(legacy_path: str = LEGACY_STYLES_PATH) -> Tuple[Tuple[str, float, int], ...]:
+    pack_paths = iter_pack_paths()
+    sources = (pack_paths + [legacy_path]) if pack_paths else [legacy_path]
+    return tuple(_file_sig(path) for path in sources)
+
+
+def _emit_problem(load_policy: str, message: str) -> None:
+    if load_policy == LOAD_POLICY_STRICT:
+        raise StyleLibraryError(message)
+    print(f"PromptStyler: WARN: {message}")
+
+
+def _read_json(path: str, load_policy: str) -> Optional[Dict[str, Any]]:
+    try:
+        with open(path, "r", encoding="utf-8") as handle:
+            data = json.load(handle) or {}
+    except Exception as exc:
+        _emit_problem(load_policy, f"unable to read style pack: {path} ({exc})")
+        return None
+
+    if not isinstance(data, dict):
+        _emit_problem(load_policy, f"style file must be a JSON object: {path}")
+        return None
+    return data
+
+
+def _iter_raw_style_entries(path: str, load_policy: str) -> List[Dict[str, Any]]:
+    data = _read_json(path, load_policy)
+    if data is None:
+        return []
+    styles = data.get("styles", [])
+    if not isinstance(styles, list):
+        _emit_problem(load_policy, f"'styles' must be a list in: {path}")
+        return []
+    return [item for item in styles if isinstance(item, dict)]
+
+
+def _normalize_variants(raw_models: Any, *, path: str, index: int, load_policy: str) -> Dict[str, Tuple[str, str]]:
+    if raw_models is None:
+        return {}
+    if not isinstance(raw_models, dict):
+        _emit_problem(load_policy, f"styles[{index}] models must be an object in: {path}")
+        return {}
+
+    out: Dict[str, Tuple[str, str]] = {}
+    for key, raw_value in raw_models.items():
+        if not isinstance(key, str) or not key.strip():
+            _emit_problem(load_policy, f"styles[{index}] has a blank model key in: {path}")
+            continue
+        if not isinstance(raw_value, dict):
+            _emit_problem(load_policy, f"styles[{index}] model '{key}' must be an object in: {path}")
+            continue
+        prefix = str(raw_value.get("prefix", "") or "")
+        suffix = str(raw_value.get("suffix", "") or "")
+        out[key] = (prefix, suffix)
+    return out
+
+
+def _normalize_style(raw: Dict[str, Any], *, path: str, index: int, load_policy: str) -> Optional[StyleTemplate]:
+    sid = raw.get("id")
+    name = raw.get("name")
+    if sid is None or name is None:
+        _emit_problem(load_policy, f"styles[{index}] missing id or name in: {path}")
+        return None
+
+    default = raw.get("default", {})
+    if not isinstance(default, dict):
+        _emit_problem(load_policy, f"styles[{index}] default must be an object in: {path}")
+        return None
+    if "prefix" not in default or "suffix" not in default:
+        _emit_problem(load_policy, f"styles[{index}] default must include prefix and suffix in: {path}")
+        return None
+
+    tags_raw = raw.get("tags", []) or []
+    if not isinstance(tags_raw, list):
+        _emit_problem(load_policy, f"styles[{index}] tags must be a list in: {path}")
+        tags_raw = []
+
+    variants = _normalize_variants(raw.get("models", {}), path=path, index=index, load_policy=load_policy)
+    return StyleTemplate(
+        id=str(sid),
+        name=str(name),
+        category=str(raw.get("category", "Uncategorized")),
+        prefix=str(default.get("prefix", "") or ""),
+        suffix=str(default.get("suffix", "") or ""),
+        tags=tuple(str(tag).strip() for tag in tags_raw if str(tag).strip()),
+        variants=variants,
+    )
+
+
+def _normalize_styles(raw_styles: Sequence[Dict[str, Any]], *, path: str, load_policy: str) -> List[StyleTemplate]:
+    out: List[StyleTemplate] = []
+    seen_ids = set()
+    seen_names = set()
+    for index, raw in enumerate(raw_styles):
+        style = _normalize_style(raw, path=path, index=index, load_policy=load_policy)
+        if style is None:
+            continue
+        if style.id in seen_ids:
+            _emit_problem(load_policy, f"duplicate id '{style.id}' in: {path}")
+            continue
+        if style.name in seen_names:
+            _emit_problem(load_policy, f"duplicate name '{style.name}' in: {path}")
+            continue
+        seen_ids.add(style.id)
+        seen_names.add(style.name)
+        out.append(style)
+    return out
+
+
+def load_style_library(load_policy: str = LOAD_POLICY_LENIENT, legacy_path: str = LEGACY_STYLES_PATH) -> StyleLibrary:
+    if load_policy not in (LOAD_POLICY_LENIENT, LOAD_POLICY_STRICT):
+        raise ValueError(f"Unsupported load_policy: {load_policy}")
+
+    pack_paths = iter_pack_paths()
+    styles: List[StyleTemplate] = []
+    by_id: Dict[str, StyleTemplate] = {}
+    variants = {DEFAULT_VARIANT}
+
+    if not pack_paths:
+        raw_styles = _iter_raw_style_entries(legacy_path, load_policy)
+        styles = _normalize_styles(raw_styles, path=legacy_path, load_policy=load_policy)
+    else:
+        for path in pack_paths:
+            raw_styles = _iter_raw_style_entries(path, load_policy)
+            normalized = _normalize_styles(raw_styles, path=path, load_policy=load_policy)
+            for style in normalized:
+                if style.id in by_id:
+                    _emit_problem(load_policy, f"duplicate id '{style.id}' across packs")
+                    continue
+                styles.append(style)
+                by_id[style.id] = style
+                variants.update(style.variants.keys())
+
+        if not styles:
+            if load_policy == LOAD_POLICY_STRICT:
+                raise StyleLibraryError("no usable style packs found")
+            raw_styles = _iter_raw_style_entries(legacy_path, load_policy)
+            styles = _normalize_styles(raw_styles, path=legacy_path, load_policy=load_policy)
+
+    if not by_id:
+        for style in styles:
+            if style.id not in by_id:
+                by_id[style.id] = style
+            variants.update(style.variants.keys())
+
+    choices = choices_for_styles(styles) if styles else [NO_STYLES_CHOICE]
+    return StyleLibrary(
+        styles=tuple(styles),
+        by_id=by_id,
+        choices=choices,
+        variants=tuple([DEFAULT_VARIANT] + sorted(v for v in variants if v != DEFAULT_VARIANT)),
+    )
+
+
+def get_cached_style_library(load_policy: str = LOAD_POLICY_LENIENT, legacy_path: str = LEGACY_STYLES_PATH) -> StyleLibrary:
+    sig = style_sources_sig(legacy_path)
+    if _CACHE_SIGS.get(load_policy) == sig:
+        return _CACHE_LIBRARIES[load_policy]
+    library = load_style_library(load_policy=load_policy, legacy_path=legacy_path)
+    _CACHE_SIGS[load_policy] = sig
+    _CACHE_LIBRARIES[load_policy] = library
+    return library
+
+
+def choices_for_styles(styles: Sequence[StyleTemplate]) -> List[str]:
+    styles_sorted = sorted(styles, key=lambda style: (style.category.casefold(), style.name.casefold(), style.id))
+    return [f"{style.category} | {style.name} | {style.id}" for style in styles_sorted]
+
+
+def style_by_choice(styles: Sequence[StyleTemplate], choice: str) -> Optional[StyleTemplate]:
+    if not choice:
+        return None
+    sid = choice.rsplit("|", 1)[-1].strip()
+    for style in styles:
+        if style.id == sid:
+            return style
+    return None
+
+
+def resolve_style_legacy(
+    library: StyleLibrary,
+    *,
+    choice: str,
+    style_id_override: str,
+) -> StyleTemplate:
+    style_id_override = (style_id_override or "").strip()
+    if style_id_override:
+        chosen = library.by_id.get(style_id_override)
+        if chosen is None:
+            raise StyleLibraryError(f"Unknown style_id_override: {style_id_override}")
+        return chosen
+
+    chosen = style_by_choice(library.styles, choice)
+    if chosen is None:
+        raise StyleLibraryError("No style selected.")
+    return chosen
+
+
+def parse_tag_hint(value: str) -> Tuple[str, ...]:
+    if not value:
+        return ()
+    return tuple(part.strip().casefold() for part in value.split(",") if part.strip())
+
+
+def _style_matches_filters(style: StyleTemplate, *, category_hint: str, tags: Sequence[str]) -> bool:
+    if category_hint and category_hint.casefold() not in style.category.casefold():
+        return False
+    if tags:
+        style_tags = {tag.casefold() for tag in style.tags}
+        if any(tag not in style_tags for tag in tags):
+            return False
+    return True
+
+
+def filter_styles(
+    styles: Sequence[StyleTemplate],
+    *,
+    category_hint: str = "",
+    tag_hint: str = "",
+) -> List[StyleTemplate]:
+    category_hint = category_hint.strip()
+    tags = parse_tag_hint(tag_hint)
+    return [style for style in styles if _style_matches_filters(style, category_hint=category_hint, tags=tags)]
+
+
+def _search_tokens(query: str) -> List[str]:
+    return [token for token in re.split(r"[^a-z0-9_]+", query.casefold()) if token]
+
+
+def _search_candidate(style: StyleTemplate, query: str, tokens: Sequence[str]) -> Optional[SearchCandidate]:
+    query_cf = query.casefold()
+    if query_cf == style.id.casefold():
+        return SearchCandidate(style=style, score=10000, matched_fields=("id_exact",))
+    if query_cf == style.name.casefold():
+        return SearchCandidate(style=style, score=9000, matched_fields=("name_exact",))
+
+    matched_fields: List[str] = []
+    score = 0
+    id_cf = style.id.casefold()
+    name_cf = style.name.casefold()
+    category_cf = style.category.casefold()
+    tags_cf = [tag.casefold() for tag in style.tags]
+
+    for token in tokens:
+        token_score = 0
+        if token in id_cf:
+            token_score += 60
+            matched_fields.append("id")
+        if token in name_cf:
+            token_score += 40
+            matched_fields.append("name")
+        if token in category_cf:
+            token_score += 25
+            matched_fields.append("category")
+        if any(token == tag for tag in tags_cf):
+            token_score += 35
+            matched_fields.append("tag_exact")
+        elif any(token in tag for tag in tags_cf):
+            token_score += 15
+            matched_fields.append("tag")
+        score += token_score
+
+    if score <= 0:
+        return None
+
+    score += min(len(tokens), 5)
+    return SearchCandidate(style=style, score=score, matched_fields=tuple(matched_fields))
+
+
+def search_styles(
+    styles: Sequence[StyleTemplate],
+    query: str,
+    *,
+    category_hint: str = "",
+    tag_hint: str = "",
+) -> List[SearchCandidate]:
+    query = query.strip()
+    if not query:
+        return []
+
+    filtered = filter_styles(styles, category_hint=category_hint, tag_hint=tag_hint)
+    tokens = _search_tokens(query)
+    if not tokens:
+        return []
+
+    candidates: List[SearchCandidate] = []
+    for style in filtered:
+        candidate = _search_candidate(style, query, tokens)
+        if candidate is not None:
+            candidates.append(candidate)
+
+    candidates.sort(
+        key=lambda item: (
+            -item.score,
+            item.style.category.casefold(),
+            item.style.name.casefold(),
+            item.style.id,
+        )
+    )
+    return candidates
+
+
+def resolve_style(
+    library: StyleLibrary,
+    *,
+    selection_mode: str,
+    choice: str,
+    style_id_override: str,
+    style_search: str,
+    category_hint: str = "",
+    tag_hint: str = "",
+) -> StyleTemplate:
+    style_id_override = (style_id_override or "").strip()
+    category_hint = (category_hint or "").strip()
+    tag_hint = (tag_hint or "").strip()
+
+    # Preserve old graphs: if a saved workflow already uses style_id_override and
+    # the new selection mode input is left at its default, still honor the id.
+    if selection_mode == "id" or (selection_mode == "dropdown" and style_id_override):
+        chosen = library.by_id.get(style_id_override)
+        if chosen is None:
+            raise StyleLibraryError(f"Unknown style_id_override: {style_id_override}")
+        return chosen
+
+    if selection_mode == "dropdown":
+        chosen = style_by_choice(library.styles, choice)
+        if chosen is None:
+            raise StyleLibraryError("No style selected.")
+        return chosen
+
+    if selection_mode != "search":
+        raise StyleLibraryError(f"Unsupported selection_mode: {selection_mode}")
+
+    matches = search_styles(
+        library.styles,
+        style_search,
+        category_hint=category_hint,
+        tag_hint=tag_hint,
+    )
+    if not matches:
+        raise StyleLibraryError(
+            f"No styles matched search query: {style_search.strip() or '(empty query)'}"
+        )
+
+    top = matches[0]
+    tied = [item for item in matches if item.score == top.score]
+    if len(tied) > 1:
+        preview = "; ".join(
+            f"{item.style.category} | {item.style.name} | {item.style.id}"
+            for item in matches[:5]
+        )
+        raise StyleLibraryError(f"Ambiguous style search '{style_search}': {preview}")
+    return top.style
+
+
+def _style_limit(style_strength: str) -> Optional[int]:
+    return {
+        "subtle": 3,
+        "normal": 6,
+        "strong": None,
+    }.get(style_strength, None)
+
+
+def _limit_phrases(phrases: Sequence[str], style_strength: str) -> List[str]:
+    limit = _style_limit(style_strength)
+    if limit is None:
+        return list(phrases)
+    return list(phrases[:limit])
+
+
+def compose_default_prompt(
+    prompt: str,
+    style: StyleTemplate,
+    *,
+    style_strength: str = "strong",
+    dedupe_mode: str = "smart",
+    overlay_style: Optional[StyleTemplate] = None,
+) -> Tuple[str, Dict[str, Any]]:
+    base_prefix = _limit_phrases(split_phrases(style.prefix), style_strength)
+    base_suffix = _limit_phrases(split_phrases(style.suffix), style_strength)
+    overlay_suffix = _limit_phrases(split_phrases(overlay_style.suffix), style_strength) if overlay_style else []
+
+    user_phrase_keys = {phrase.casefold() for phrase in split_phrases(prompt)}
+    style_phrase_keys = set()
+
+    def include_phrase(phrase: str) -> bool:
+        key = phrase.casefold()
+        if dedupe_mode == "off":
+            return True
+        if key in style_phrase_keys:
+            return False
+        if key in user_phrase_keys:
+            return False
+        style_phrase_keys.add(key)
+        return True
+
+    prefix_phrases = [phrase for phrase in base_prefix if include_phrase(phrase)]
+    suffix_phrases = [phrase for phrase in base_suffix if include_phrase(phrase)]
+    overlay_phrases = [phrase for phrase in overlay_suffix if include_phrase(phrase)]
+
+    parts = [
+        DEFAULT_PHRASE_SEPARATOR.join(prefix_phrases),
+        prompt,
+        DEFAULT_PHRASE_SEPARATOR.join(suffix_phrases + overlay_phrases),
+    ]
+    styled_prompt = DEFAULT_PHRASE_SEPARATOR.join([part for part in parts if part])
+    return styled_prompt, {
+        "base_prefix_phrases": prefix_phrases,
+        "base_suffix_phrases": suffix_phrases,
+        "overlay_suffix_phrases": overlay_phrases,
+    }
+
+
+def compose_prompt(
+    prompt: str,
+    style: StyleTemplate,
+    *,
+    template_variant: str,
+    style_strength: str = "strong",
+    dedupe_mode: str = "smart",
+    overlay_style: Optional[StyleTemplate] = None,
+) -> Tuple[str, Dict[str, Any]]:
+    prompt = prompt or ""
+    applied_variant, prefix, suffix = style.variant_prompt(template_variant)
+    overlay_variant = DEFAULT_VARIANT
+    overlay_suffix = ""
+
+    if overlay_style is not None:
+        overlay_variant, _overlay_prefix, overlay_suffix = overlay_style.variant_prompt(template_variant)
+
+    if applied_variant == DEFAULT_VARIANT:
+        styled_prompt, details = compose_default_prompt(
+            prompt,
+            style,
+            style_strength=style_strength,
+            dedupe_mode=dedupe_mode,
+            overlay_style=overlay_style,
+        )
+        details["variant"] = applied_variant
+        details["overlay_variant"] = overlay_variant if overlay_style else ""
+        return styled_prompt, details
+
+    parts = [prompt, prefix, suffix, overlay_suffix]
+    styled_prompt = norm_space(" ".join(part for part in parts if part))
+    return styled_prompt, {
+        "variant": applied_variant,
+        "overlay_variant": overlay_variant if overlay_style else "",
+        "base_prefix_phrases": [],
+        "base_suffix_phrases": [],
+        "overlay_suffix_phrases": [],
+    }
+
+
+def compose_prompt_legacy(
+    prompt: str,
+    style: StyleTemplate,
+    *,
+    template_variant: str,
+) -> Tuple[str, Dict[str, Any]]:
+    prompt = prompt or ""
+    applied_variant, prefix, suffix = style.variant_prompt(template_variant)
+
+    if applied_variant != DEFAULT_VARIANT:
+        styled_prompt = norm_space(" ".join(part for part in (prompt, prefix, suffix) if part))
+        return styled_prompt, {
+            "variant": applied_variant,
+            "base_prefix_phrases": [],
+            "base_suffix_phrases": [],
+        }
+
+    prefix_phrases = split_phrases(style.prefix)
+    prompt_phrases = split_phrases(prompt)
+    suffix_phrases = split_phrases(style.suffix)
+    phrases = dedupe_phrases(prefix_phrases + prompt_phrases + suffix_phrases)
+    styled_prompt = DEFAULT_PHRASE_SEPARATOR.join(phrase for phrase in phrases if phrase)
+    return styled_prompt, {
+        "variant": DEFAULT_VARIANT,
+        "base_prefix_phrases": prefix_phrases,
+        "base_suffix_phrases": suffix_phrases,
+    }
+
+
+def is_color_grade_style(style: StyleTemplate) -> bool:
+    return style.category.startswith("Color Grade")
+
+
+def resolve_overlay_style(library: StyleLibrary, overlay_style_id: str) -> Optional[StyleTemplate]:
+    overlay_style_id = (overlay_style_id or "").strip()
+    if not overlay_style_id:
+        return None
+    chosen = library.by_id.get(overlay_style_id)
+    if chosen is None:
+        raise StyleLibraryError(f"Unknown overlay_style_id: {overlay_style_id}")
+    if not is_color_grade_style(chosen):
+        raise StyleLibraryError(
+            f"overlay_style_id must reference a Color Grade style: {overlay_style_id}"
+        )
+    return chosen
+
+
+def make_style_meta(
+    *,
+    chosen_style: Optional[StyleTemplate],
+    overlay_style: Optional[StyleTemplate],
+    requested_variant: str,
+    applied_variant: str,
+    selection_mode: str,
+    style_search: str,
+    category_hint: str,
+    tag_hint: str,
+    style_strength: str,
+    dedupe_mode: str,
+    on_missing_style: str,
+    prompt_details: Mapping[str, Any],
+    error: str = "",
+) -> str:
+    payload = {
+        "status": "error" if error else "ok",
+        "error": error,
+        "selection_mode": selection_mode,
+        "style_search": style_search,
+        "category_hint": category_hint,
+        "tag_hint": tag_hint,
+        "requested_variant": requested_variant,
+        "applied_variant": applied_variant,
+        "style_strength": style_strength,
+        "dedupe_mode": dedupe_mode,
+        "on_missing_style": on_missing_style,
+        "style": {
+            "id": chosen_style.id if chosen_style else "",
+            "name": chosen_style.name if chosen_style else "",
+            "category": chosen_style.category if chosen_style else "",
+            "tags": list(chosen_style.tags) if chosen_style else [],
+        },
+        "overlay": {
+            "id": overlay_style.id if overlay_style else "",
+            "name": overlay_style.name if overlay_style else "",
+            "category": overlay_style.category if overlay_style else "",
+            "tags": list(overlay_style.tags) if overlay_style else [],
+        },
+        "prompt_details": dict(prompt_details),
+    }
+    return json.dumps(payload, ensure_ascii=True, sort_keys=True)
+
+
+def available_categories(styles: Sequence[StyleTemplate]) -> List[str]:
+    categories = {style.category for style in styles if style.category.strip()}
+    categories.update(CATEGORY_BASE_PREFIX.keys())
+    categories.update(CATEGORY_BASE_SUFFIX.keys())
+    return sorted(categories, key=lambda value: value.casefold())
+
+
+def write_legacy_snapshot(path: str = LEGACY_STYLES_PATH, load_policy: str = LOAD_POLICY_STRICT) -> int:
+    library = load_style_library(load_policy=load_policy)
+    payload = {"version": 1, "styles": [style_to_dict(style) for style in library.styles]}
+    os.makedirs(os.path.dirname(path), exist_ok=True)
+    with open(path, "w", encoding="utf-8") as handle:
+        json.dump(payload, handle, indent=2, ensure_ascii=True)
+        handle.write("\n")
+    return len(library.styles)

styles/packs/10_cinema.json

@@ -6,13 +6,13 @@
       "name": "Cinematic Anamorphic",
       "category": "Cinema",
       "default": {
-        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, cinematic, anamorphic lens, shallow depth of field, dramatic lighting",
+        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, cinematic, anamorphic look, shallow depth of field, dramatic lighting",
         "suffix": "film grain, subtle halation, rich contrast, color graded, filmic color science, smooth highlight rolloff, deep blacks, subtle film grain, soft halation, high dynamic range"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cinematic anamorphic film still, shallow depth of field. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: tense, grounded, realistic. Texture: subtle film grain and halation."
+          "suffix": "Style: cinematic anamorphic film still, shallow depth of field. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: tense, grounded, realistic. Texture: subtle film grain and halation. Key cues: cinematic, anamorphic look, shallow depth of field, dramatic lighting. Finish cues: film grain, subtle halation, rich contrast, color graded. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -32,7 +32,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: film noir, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven."
+          "suffix": "Style: film noir, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven. Key cues: film noir, high contrast, hard shadows, black and white. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -51,7 +51,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neo noir, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cohesive, story-driven."
+          "suffix": "Style: neo noir, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cohesive, story-driven. Key cues: neo-noir, moody contrast, deep shadows, night scene. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -70,7 +70,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: gritty crime thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven."
+          "suffix": "Style: gritty crime thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven. Key cues: gritty crime thriller, handheld feel, muted colors. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -89,7 +89,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: dreamy romance, cinematic film still. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: cohesive, story-driven."
+          "suffix": "Style: dreamy romance, cinematic film still. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: cohesive, story-driven. Key cues: dreamy cinematic, soft focus, warm tones. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -102,13 +102,13 @@
       "name": "Sci-Fi Neon",
       "category": "Cinema",
       "default": {
-        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, sci-fi cinematic, neon glow, wet streets, atmospheric haze",
+        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, sci-fi cinematic, neon glow, wet reflective surfaces, atmospheric haze",
         "suffix": "cinematic color grade, subtle film grain, filmic color science, smooth highlight rolloff, deep blacks, soft halation, high dynamic range"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sci-fi neon, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cohesive, story-driven."
+          "suffix": "Style: sci-fi neon, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cohesive, story-driven. Key cues: sci-fi cinematic, neon glow, wet reflective surfaces, atmospheric haze. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -127,7 +127,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: epic fantasy, cinematic film still. Lighting: god rays through haze, high dynamic range. Mood: cohesive, story-driven."
+          "suffix": "Style: epic fantasy, cinematic film still. Lighting: god rays through haze, high dynamic range. Mood: cohesive, story-driven. Key cues: epic cinematic, volumetric light rays, dramatic scale. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -140,13 +140,13 @@
       "name": "Documentary Handheld",
       "category": "Cinema",
       "default": {
-        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, documentary, handheld camera, natural light, authentic moments",
+        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, documentary, handheld framing, natural light, authentic moments",
         "suffix": "cinematic color grade, subtle film grain, filmic color science, smooth highlight rolloff, deep blacks, soft halation, high dynamic range"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: documentary handheld, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cohesive, story-driven."
+          "suffix": "Style: documentary handheld, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cohesive, story-driven. Key cues: documentary, handheld framing, natural light, authentic moments. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -165,7 +165,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage 16mm, cinematic film still. Lighting: practical tungsten lamps, warm falloff. Mood: cohesive, story-driven."
+          "suffix": "Style: vintage 16mm, cinematic film still. Lighting: practical tungsten lamps, warm falloff. Mood: cohesive, story-driven. Key cues: 16mm film look, visible grain, soft contrast. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -184,7 +184,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage 35mm, cinematic film still. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: cohesive, story-driven."
+          "suffix": "Style: vintage 35mm, cinematic film still. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: cohesive, story-driven. Key cues: 35mm film look, gentle grain, natural color. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -203,7 +203,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: imax blockbuster, cinematic film still. Lighting: high-impact key light with controlled fill. Mood: cohesive, story-driven."
+          "suffix": "Style: imax blockbuster, cinematic film still. Lighting: high-impact key light with controlled fill. Mood: cohesive, story-driven. Key cues: large format cinema, crisp detail, dramatic composition. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -222,7 +222,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: horror suspense, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven."
+          "suffix": "Style: horror suspense, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cohesive, story-driven. Key cues: cinematic horror, low key lighting, ominous atmosphere. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -241,7 +241,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cozy slice-of-life, cinematic film still. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: cohesive, story-driven."
+          "suffix": "Style: cozy slice-of-life, cinematic film still. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: cohesive, story-driven. Key cues: warm cinematic, intimate framing, soft contrast. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -260,7 +260,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: desert western, cinematic film still. Lighting: harsh sun with long shadows, heat haze. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: desert western, cinematic film still. Lighting: harsh sun with long shadows, heat haze. Mood: cinematic, cohesive, story-driven. Key cues: cinematic western, wide landscape, dusty atmosphere. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -279,7 +279,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cold war spy thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: cold war spy thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cinematic, cohesive, story-driven. Key cues: spy thriller, moody interiors, controlled palette. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -298,7 +298,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: post-apocalyptic, cinematic film still. Lighting: harsh daylight filtered through dust and smoke. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: post-apocalyptic, cinematic film still. Lighting: harsh daylight filtered through dust and smoke. Mood: cinematic, cohesive, story-driven. Key cues: post-apocalyptic cinematic, weathered textures, dusty haze. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -317,7 +317,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: space opera, cinematic film still. Lighting: bright rim light against deep space, high contrast. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: space opera, cinematic film still. Lighting: bright rim light against deep space, high contrast. Mood: cinematic, cohesive, story-driven. Key cues: space opera cinematic, high contrast, dramatic scale. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -336,7 +336,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: underwater drama, cinematic film still. Lighting: underwater caustic patterns, shafts of light through water. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: underwater drama, cinematic film still. Lighting: underwater caustic patterns, shafts of light through water. Mood: cinematic, cohesive, story-driven. Key cues: underwater cinematic, caustics, floating particles. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -355,7 +355,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: candlelit period drama, cinematic film still. Lighting: warm candlelight with soft falloff and deep shadows. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: candlelit period drama, cinematic film still. Lighting: warm candlelight with soft falloff and deep shadows. Mood: cinematic, cohesive, story-driven. Key cues: period drama, candlelit, warm shadows. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -374,7 +374,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rainy night alley, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: rainy night alley, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven. Key cues: cinematic night scene, rainy street, wet reflections. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -393,7 +393,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: bright day comedy, cinematic film still. Lighting: bright daylight with soft fill, cheerful contrast. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: bright day comedy, cinematic film still. Lighting: bright daylight with soft fill, cheerful contrast. Mood: cinematic, cohesive, story-driven. Key cues: bright cinematic, clean colors, lighthearted tone. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -412,7 +412,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mystery thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: mystery thriller, cinematic film still. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: cinematic, cohesive, story-driven. Key cues: mystery thriller, moody, subtle haze. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -425,13 +425,13 @@
       "name": "High-Speed Action",
       "category": "Cinema",
       "default": {
-        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, action blockbuster, dynamic camera, sharp highlights",
+        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, action blockbuster, dynamic framing, sharp highlights",
         "suffix": "cinematic color grade, subtle film grain, filmic color science, smooth highlight rolloff, deep blacks, soft halation, high dynamic range"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: high-speed action, cinematic film still. Lighting: high-impact lighting, crisp highlights, controlled motion blur. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: high-speed action, cinematic film still. Lighting: high-impact lighting, crisp highlights, controlled motion blur. Mood: cinematic, cohesive, story-driven. Key cues: action blockbuster, dynamic framing, sharp highlights. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -450,7 +450,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: courtroom drama, cinematic film still. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: courtroom drama, cinematic film still. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: cinematic, cohesive, story-driven. Key cues: dramatic courtroom scene, serious tone, clean framing. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -469,7 +469,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: coming-of-age, cinematic film still. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: coming-of-age, cinematic film still. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: cinematic, cohesive, story-driven. Key cues: warm cinematic, naturalistic, gentle grain. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -488,7 +488,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: slow cinema, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: slow cinema, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven. Key cues: slow cinema, minimalist framing, quiet atmosphere. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -507,7 +507,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: surreal dream sequence, cinematic film still. Lighting: ethereal soft light with gentle bloom and haze. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: surreal dream sequence, cinematic film still. Lighting: ethereal soft light with gentle bloom and haze. Mood: cinematic, cohesive, story-driven. Key cues: surreal cinematic, soft diffusion, dreamlike haze. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -526,7 +526,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: war documentary, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: war documentary, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven. Key cues: war documentary, gritty realism, handheld. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -539,13 +539,13 @@
       "name": "Sports Broadcast Cinematic",
       "category": "Cinema",
       "default": {
-        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, sports cinematic, telephoto compression, fast shutter feel",
+        "prefix": "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, atmospheric depth, realistic lighting, sports cinematic, compressed perspective, fast shutter feel",
         "suffix": "cinematic color grade, subtle film grain, filmic color science, smooth highlight rolloff, deep blacks, soft halation, high dynamic range"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sports broadcast cinematic, cinematic film still. Lighting: stadium lights, crisp highlights, dynamic contrast. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: sports broadcast cinematic, cinematic film still. Lighting: stadium lights, crisp highlights, dynamic contrast. Mood: cinematic, cohesive, story-driven. Key cues: sports cinematic, compressed perspective, fast shutter feel. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -564,7 +564,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: retro futurism, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: retro futurism, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven. Key cues: retro futurism, clean shapes, neon accents. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -583,7 +583,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: urban nightscape, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: urban nightscape, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven. Key cues: urban night cinematic, city lights, bokeh. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -602,7 +602,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: snowstorm survival, cinematic film still. Lighting: cold overcast light with blowing snow and low visibility. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: snowstorm survival, cinematic film still. Lighting: cold overcast light with blowing snow and low visibility. Mood: cinematic, cohesive, story-driven. Key cues: cinematic survival, snowstorm, cold palette. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -621,7 +621,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: tropical heat, cinematic film still. Lighting: bright sun filtered through foliage, humid haze. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: tropical heat, cinematic film still. Lighting: bright sun filtered through foliage, humid haze. Mood: cinematic, cohesive, story-driven. Key cues: cinematic tropical, humid atmosphere, vibrant greens. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -640,7 +640,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: firelit camp scene, cinematic film still. Lighting: warm firelight with flicker and soft smoke haze. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: firelit camp scene, cinematic film still. Lighting: warm firelight with flicker and soft smoke haze. Mood: cinematic, cohesive, story-driven. Key cues: cinematic firelight, warm glow, night ambience. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -659,7 +659,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neon club scene, cinematic film still. Lighting: saturated neon lights, moving beams, haze in the air. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: neon club scene, cinematic film still. Lighting: saturated neon lights, moving beams, haze in the air. Mood: cinematic, cohesive, story-driven. Key cues: cinematic club, colored lights, smoke haze. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -678,7 +678,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: foggy harbor, cinematic film still. Lighting: fog diffusion around practical lights, soft silhouettes. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: foggy harbor, cinematic film still. Lighting: fog diffusion around practical lights, soft silhouettes. Mood: cinematic, cohesive, story-driven. Key cues: cinematic fog, dock lights, atmospheric depth. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -697,7 +697,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage home video, cinematic film still. Lighting: simple indoor practical lights, gentle falloff. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: vintage home video, cinematic film still. Lighting: simple indoor practical lights, gentle falloff. Mood: cinematic, cohesive, story-driven. Key cues: retro home video, soft focus, analog feel. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -716,7 +716,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: coastal road trip, cinematic film still. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: coastal road trip, cinematic film still. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: cinematic, cohesive, story-driven. Key cues: cinematic road trip, sunlit coastline, nostalgic tone. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -735,7 +735,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: subway platform, cinematic film still. Lighting: practical fluorescent lights with mixed color temperature. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: subway platform, cinematic film still. Lighting: practical fluorescent lights with mixed color temperature. Mood: cinematic, cohesive, story-driven. Key cues: urban cinematic, subway platform, gritty realism. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -754,7 +754,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rainy car interior, cinematic film still. Lighting: streetlights and dashboard glow, rain reflections on glass. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: rainy car interior, cinematic film still. Lighting: streetlights and dashboard glow, rain reflections on glass. Mood: cinematic, cohesive, story-driven. Key cues: cinematic car interior, rain streaks, reflections. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -773,7 +773,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: desaturated war film, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: desaturated war film, cinematic film still. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: cinematic, cohesive, story-driven. Key cues: war film look, desaturated palette, gritty texture. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -792,7 +792,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: bright musical number, cinematic film still. Lighting: bright stage key light with clean fill and saturated colors. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: bright musical number, cinematic film still. Lighting: bright stage key light with clean fill and saturated colors. Mood: cinematic, cohesive, story-driven. Key cues: classic musical, clean stage lighting, bold colors. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -811,7 +811,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sunlit kitchen scene, cinematic film still. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: sunlit kitchen scene, cinematic film still. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: cinematic, cohesive, story-driven. Key cues: slice-of-life cinematic, sunlit interior, warm realism. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -830,7 +830,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neon diner, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: neon diner, cinematic film still. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: cinematic, cohesive, story-driven. Key cues: retro diner cinematic, neon accents, night scene. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -849,7 +849,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: storm chase, cinematic film still. Lighting: storm light with dramatic contrast and wind-driven rain. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: storm chase, cinematic film still. Lighting: storm light with dramatic contrast and wind-driven rain. Mood: cinematic, cohesive, story-driven. Key cues: cinematic storm, dramatic clouds, high tension. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -868,7 +868,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: quiet library mystery, cinematic film still. Lighting: soft window beams through dust, warm practical accents. Mood: cinematic, cohesive, story-driven."
+          "suffix": "Style: quiet library mystery, cinematic film still. Lighting: soft window beams through dust, warm practical accents. Mood: cinematic, cohesive, story-driven. Key cues: mystery cinematic, dusty light beams, quiet tension. Finish cues: cinematic color grade, subtle film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/20_photography.json

@@ -6,13 +6,13 @@
       "name": "Clean Product Photo",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, studio product photography, clean background, softbox lighting, sharp focus",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, studio product photography, clean background, diffused studio lighting, sharp focus",
         "suffix": "high detail, minimal reflections, crisp edges, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: professional studio product photograph on a clean seamless background. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: centered, clean silhouette, crisp edges."
+          "suffix": "Style: professional studio product photograph on a clean minimal background. Lighting: large diffused key light with clean specular highlights. Composition: centered, clean silhouette, crisp edges. Key cues: studio product photography, clean background, diffused studio lighting, sharp focus. Finish cues: high detail, minimal reflections, crisp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -26,13 +26,13 @@
       "name": "Rembrandt Portrait",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, portrait photography, Rembrandt lighting, 85mm lens, shallow depth of field",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, portrait photography, Rembrandt lighting, portrait compression, shallow depth of field",
         "suffix": "natural skin texture, sharp eyes, subtle background blur, sharp focus, high detail, balanced exposure, fine texture detail, natural contrast, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rembrandt portrait, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: rembrandt portrait, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, Rembrandt lighting, portrait compression, shallow depth of field. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -45,13 +45,13 @@
       "name": "Butterfly Lighting Portrait",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, portrait photography, butterfly lighting, beauty dish, clean catchlights",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, portrait photography, butterfly lighting, centered key light, clean catchlights",
         "suffix": "natural skin texture, sharp eyes, subtle background blur, sharp focus, high detail, balanced exposure, fine texture detail, natural contrast, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: butterfly lighting portrait, realistic photograph. Lighting: beauty dish overhead, soft fill, clean shadows under cheekbones. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: butterfly lighting portrait, realistic photograph. Lighting: centered overhead key light with soft fill, clean shadows under cheekbones. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, butterfly lighting, centered key light, clean catchlights. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -70,7 +70,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: split lighting portrait, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: split lighting portrait, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, split lighting, high contrast. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -89,7 +89,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: high key studio portrait, realistic photograph. Lighting: broad soft key, high fill ratio, bright seamless background. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: high key studio portrait, realistic photograph. Lighting: broad soft key, high fill ratio, bright seamless background. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: high key portrait, bright background, soft shadows. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -108,7 +108,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: low key studio portrait, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: low key studio portrait, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: low key portrait, deep shadows, dramatic contrast. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -127,7 +127,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: golden hour portrait, realistic photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: golden hour portrait, realistic photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: golden hour portrait, warm backlight, natural skin tones. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -146,7 +146,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: street portrait, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: street portrait, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: street portrait, candid, natural light. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -165,7 +165,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: editorial portrait, realistic photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: editorial portrait, realistic photograph. Lighting: large diffused key light with clean specular highlights. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: editorial portrait, stylized lighting, clean composition. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -184,7 +184,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rim light portrait, realistic photograph. Lighting: strong rim light from behind, soft key, deep background. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: rim light portrait, realistic photograph. Lighting: strong rim light from behind, soft key, deep background. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, rim light, dark background, subject separation. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -203,7 +203,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: broad lighting portrait, realistic photograph. Lighting: key light on the camera side of the face, soft fill. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: broad lighting portrait, realistic photograph. Lighting: key light on the near side of the face, soft fill. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, broad lighting, soft shadows. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -222,7 +222,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: short lighting portrait, realistic photograph. Lighting: key light on the far side of the face, controlled fill. Focus: sharp eyes, natural skin texture, gentle background blur."
+          "suffix": "Style: short lighting portrait, realistic photograph. Lighting: key light on the far side of the face, controlled fill. Focus: sharp eyes, natural skin texture, gentle background blur. Key cues: portrait photography, short lighting, sculpted face. Finish cues: natural skin texture, sharp eyes, subtle background blur. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -241,7 +241,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: street photography, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: grounded, natural, believable."
+          "suffix": "Style: street photography, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: grounded, natural, believable. Key cues: street photography, candid moment, natural light. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: travel documentary, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: travel documentary, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: travel documentary photography, authentic details, natural color. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -277,7 +277,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: food photography, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: food photography, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: food photography, shallow depth of field, appetizing lighting. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -295,7 +295,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: macro photography, realistic photograph. Lighting: diffused macro lighting, controlled reflections, crisp microtexture. Mood: grounded, natural, believable."
+          "suffix": "Style: macro photography, realistic photograph. Lighting: diffused macro lighting, controlled reflections, crisp microtexture. Mood: grounded, natural, believable. Key cues: macro photography, extreme close-up, micro texture, shallow depth of field. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -307,13 +307,13 @@
       "name": "Wildlife Photography",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wildlife photography, telephoto lens, natural habitat",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wildlife photography, compressed perspective, natural habitat",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wildlife photography, realistic photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: grounded, natural, believable."
+          "suffix": "Style: wildlife photography, realistic photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: grounded, natural, believable. Key cues: wildlife photography, compressed perspective, natural habitat. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -331,7 +331,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: architecture photography, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: grounded, natural, believable."
+          "suffix": "Style: architecture photography, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: grounded, natural, believable. Key cues: architecture photography, straight lines, clean geometry. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -343,13 +343,13 @@
       "name": "Interior Photography",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, interior photography, wide angle lens, natural window light",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, interior photography, wide field of view, soft natural light",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: interior photography, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: interior photography, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: interior photography, wide field of view, soft natural light. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -361,13 +361,13 @@
       "name": "Aerial Drone Photo",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, aerial drone photography, top-down view, sharp detail",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, aerial photography, top-down view, sharp detail",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: aerial drone photo, realistic photograph. Lighting: clear daylight with defined but soft shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: aerial top-down photograph, realistic photograph. Lighting: clear daylight with defined but soft shadows. Mood: grounded, natural, believable. Key cues: aerial photography, top-down view, sharp detail. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -379,13 +379,13 @@
       "name": "Long Exposure",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, long exposure photography, motion blur trails, tripod shot",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, long exposure photography, motion blur trails, locked-off frame",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: long exposure, realistic photograph. Lighting: dusk ambient with long exposure light trails. Mood: grounded, natural, believable."
+          "suffix": "Style: long exposure, realistic photograph. Lighting: dusk ambient with long exposure light trails. Mood: grounded, natural, believable. Key cues: long exposure photography, motion blur trails, locked-off frame. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -403,7 +403,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: black and white, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: grounded, natural, believable."
+          "suffix": "Style: black and white, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: grounded, natural, believable. Key cues: black and white photography, strong tonal range, fine grain. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -421,7 +421,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: infrared, realistic photograph. Lighting: bright midday sun, strong infrared contrast. Mood: grounded, natural, believable."
+          "suffix": "Style: infrared, realistic photograph. Lighting: bright midday sun, strong infrared contrast. Mood: grounded, natural, believable. Key cues: infrared photography, surreal foliage tones, high contrast. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -433,13 +433,13 @@
       "name": "Tilt-Shift Miniature",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, tilt-shift photography, miniature effect, selective focus",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, miniature perspective effect, selective focus, diorama-like scale",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: tilt-shift miniature, realistic photograph. Lighting: daylight with crisp miniature-scale shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: miniature diorama perspective effect, realistic photograph. Lighting: daylight with crisp miniature-scale shadows. Mood: grounded, natural, believable. Key cues: miniature perspective effect, selective focus, diorama-like scale. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -457,7 +457,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: night street photo, realistic photograph. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: grounded, natural, believable."
+          "suffix": "Style: night street photo, realistic photograph. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Mood: grounded, natural, believable. Key cues: night street photography, city lights, bokeh, wet reflections. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -475,7 +475,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: concert photography, realistic photograph. Lighting: dramatic stage lighting with colored highlights. Mood: grounded, natural, believable."
+          "suffix": "Style: concert photography, realistic photograph. Lighting: dramatic stage lighting with colored highlights. Mood: grounded, natural, believable. Key cues: concert photography, stage lights, dynamic contrast. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -493,7 +493,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: automotive photo, realistic photograph. Lighting: controlled reflections, crisp highlights, studio or golden hour. Mood: grounded, natural, believable."
+          "suffix": "Style: automotive photo, realistic photograph. Lighting: controlled reflections, crisp highlights, studio or golden hour. Mood: grounded, natural, believable. Key cues: automotive photography, clean reflections, sharp lines. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -511,7 +511,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wedding photo, realistic photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: grounded, natural, believable."
+          "suffix": "Style: wedding photo, realistic photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: grounded, natural, believable. Key cues: wedding photography, soft romantic light, candid moments. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -529,7 +529,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: still life photo, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: still life photo, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: still life photography, careful composition, soft shadows. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -547,7 +547,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: flat lay, realistic photograph. Lighting: soft overhead diffused light, minimal harsh shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: flat lay, realistic photograph. Lighting: soft overhead diffused light, minimal harsh shadows. Mood: grounded, natural, believable. Key cues: flat lay photography, top-down, organized composition. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -565,7 +565,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: on-camera flash, realistic photograph. Lighting: on-camera flash, hard shadows, punchy contrast. Mood: grounded, natural, believable."
+          "suffix": "Style: direct flash snapshot, realistic photograph. Lighting: direct on-axis flash, hard shadows, punchy contrast. Mood: grounded, natural, believable. Key cues: direct flash photography, hard shadows, party snapshot. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -577,13 +577,13 @@
       "name": "Ring Flash Portrait",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, ring flash portrait, crisp catchlight, high clarity",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, on-axis circular flash portrait, crisp catchlight, high clarity",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: ring flash portrait, realistic photograph. Lighting: ring flash with crisp shadows and clean contrast. Mood: grounded, natural, believable."
+          "suffix": "Style: on-axis circular flash portrait, realistic photograph. Lighting: on-axis circular flash with crisp shadows and clean contrast. Mood: grounded, natural, believable. Key cues: on-axis circular flash portrait, crisp catchlight, high clarity. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -601,7 +601,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cinematic backlight, realistic photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: grounded, natural, believable."
+          "suffix": "Style: cinematic backlight, realistic photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: grounded, natural, believable. Key cues: backlit photography, rim light, atmospheric haze. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -619,7 +619,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: silhouette, realistic photograph. Lighting: strong backlight creating a crisp silhouette. Mood: grounded, natural, believable."
+          "suffix": "Style: silhouette, realistic photograph. Lighting: strong backlight creating a crisp silhouette. Mood: grounded, natural, believable. Key cues: silhouette photography, strong backlight, clean outline. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -637,7 +637,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rainy window, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: rainy window, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: moody window scene, raindrops on glass, soft bokeh. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -655,7 +655,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: astrophotography, realistic photograph. Lighting: moonless night, crisp stars, low noise look. Mood: grounded, natural, believable."
+          "suffix": "Style: astrophotography, realistic photograph. Lighting: moonless night, crisp stars, low noise look. Mood: grounded, natural, believable. Key cues: astrophotography, night sky, stars, clean exposure. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -667,13 +667,13 @@
       "name": "Milky Way Landscape",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, milky way, night landscape, wide angle, stars",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, milky way, night landscape, wide field of view, stars",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: milky way landscape, realistic photograph. Lighting: starlight and faint airglow, crisp night contrast. Mood: grounded, natural, believable."
+          "suffix": "Style: milky way landscape, realistic photograph. Lighting: starlight and faint airglow, crisp night contrast. Mood: grounded, natural, believable. Key cues: milky way, night landscape, wide field of view, stars. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -691,7 +691,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: underwater photo, realistic photograph. Lighting: underwater light beams and caustics, soft particulate haze. Mood: grounded, natural, believable."
+          "suffix": "Style: underwater photo, realistic photograph. Lighting: underwater light beams and caustics, soft particulate haze. Mood: grounded, natural, believable. Key cues: underwater photography, clear water, floating particles, blue tones. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -703,13 +703,13 @@
       "name": "Real Estate Photo",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, real estate photography, wide angle, clean lines, bright interior",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, real estate photography, wide field of view, clean lines, bright interior",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: real estate photo, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: grounded, natural, believable."
+          "suffix": "Style: real estate photo, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: grounded, natural, believable. Key cues: real estate photography, wide field of view, clean lines, bright interior. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -721,13 +721,13 @@
       "name": "Sports Action Freeze",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, sports photography, fast shutter, sharp action, telephoto",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, sports photography, fast shutter, sharp action, compressed perspective",
         "suffix": "realistic detail, clean color, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sports action freeze, realistic photograph. Lighting: stadium lighting, crisp highlights, frozen motion. Mood: grounded, natural, believable."
+          "suffix": "Style: sports action freeze, realistic photograph. Lighting: stadium lighting, crisp highlights, frozen motion. Mood: grounded, natural, believable. Key cues: sports photography, fast shutter, sharp action, compressed perspective. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -745,7 +745,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: motion blur action, realistic photograph. Lighting: controlled highlights supporting motion blur and panning. Mood: grounded, natural, believable."
+          "suffix": "Style: motion blur action, realistic photograph. Lighting: controlled highlights supporting motion blur and panning. Mood: grounded, natural, believable. Key cues: motion blur, panning shot, dynamic movement. Finish cues: realistic detail, clean color, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -763,7 +763,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: soft 35mm film look, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Texture: subtle grain and gentle halation."
+          "suffix": "Style: soft 35mm film look, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Texture: subtle grain and gentle halation. Key cues: 35mm film look, soft contrast, gentle grain. Finish cues: natural skin tones, subtle halation, film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -782,7 +782,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vibrant slide film look, realistic photograph. Lighting: bright daylight with saturated color separation. Texture: subtle grain and gentle halation."
+          "suffix": "Style: vibrant slide film look, realistic photograph. Lighting: bright daylight with saturated color separation. Texture: subtle grain and gentle halation. Key cues: slide film look, punchy colors, crisp contrast. Finish cues: natural skin tones, subtle halation, film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -801,7 +801,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: muted documentary film, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Texture: subtle grain and gentle halation."
+          "suffix": "Style: muted documentary film, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Texture: subtle grain and gentle halation. Key cues: documentary film look, muted palette, fine grain. Finish cues: natural skin tones, subtle halation, film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -820,7 +820,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: warm tungsten film, realistic photograph. Lighting: warm practical lamps, gentle falloff, cozy ambience. Texture: subtle grain and gentle halation."
+          "suffix": "Style: warm tungsten film, realistic photograph. Lighting: warm practical lamps, gentle falloff, cozy ambience. Texture: subtle grain and gentle halation. Key cues: warm tungsten film look, practical lights, soft glow. Finish cues: natural skin tones, subtle halation, film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -839,7 +839,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cool blue hour film, realistic photograph. Lighting: blue hour ambient mixed with warm practicals, subtle glow. Texture: subtle grain and gentle halation."
+          "suffix": "Style: cool blue hour film, realistic photograph. Lighting: blue hour ambient mixed with warm practicals, subtle glow. Texture: subtle grain and gentle halation. Key cues: blue hour film look, cool tones, city lights. Finish cues: natural skin tones, subtle halation, film grain. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -858,7 +858,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: deep focus, realistic photograph. Lighting: even controlled light supporting deep focus clarity. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: deep focus, realistic photograph. Lighting: even controlled light supporting deep focus clarity. Focus: clear subject, believable materials, coherent lighting. Key cues: deep focus, sharp foreground and background, clean optics. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -877,7 +877,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: shallow dof bokeh, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: shallow dof bokeh, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Focus: clear subject, believable materials, coherent lighting. Key cues: shallow depth of field, creamy bokeh, subject isolation. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -896,7 +896,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: high dynamic range, realistic photograph. Lighting: naturalistic scene lighting with preserved highlights. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: high dynamic range, realistic photograph. Lighting: naturalistic scene lighting with preserved highlights. Focus: clear subject, believable materials, coherent lighting. Key cues: high dynamic range, balanced highlights and shadows, realistic tones. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -915,7 +915,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: soft diffusion glow, realistic photograph. Lighting: soft diffused key light with gentle bloom. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: soft diffusion glow, realistic photograph. Lighting: soft diffused key light with gentle bloom. Focus: clear subject, believable materials, coherent lighting. Key cues: soft diffusion, gentle glow, dreamy highlights. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -934,7 +934,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: hard flash shadow, realistic photograph. Lighting: hard flash with sharp shadows and specular highlights. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: hard flash shadow, realistic photograph. Lighting: hard flash with sharp shadows and specular highlights. Focus: clear subject, believable materials, coherent lighting. Key cues: hard flash, sharp shadows, crisp contrast. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -953,7 +953,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: moody window light, realistic photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: moody window light, realistic photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Focus: clear subject, believable materials, coherent lighting. Key cues: window light, soft shadows, intimate mood. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -972,7 +972,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: backlit rim light, realistic photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: backlit rim light, realistic photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Focus: clear subject, believable materials, coherent lighting. Key cues: backlit, rim light, atmospheric haze. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -991,7 +991,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: volumetric light beams, realistic photograph. Lighting: strong directional light creating volumetric beams through haze. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: volumetric light beams, realistic photograph. Lighting: strong directional light creating volumetric beams through haze. Focus: clear subject, believable materials, coherent lighting. Key cues: volumetric light, god rays, haze. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1004,13 +1004,13 @@
       "name": "Rain Reflections",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wet streets, reflections, night bokeh",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wet reflective surfaces, reflections, night bokeh",
         "suffix": "realistic detail, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rain reflections, realistic photograph. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: rain reflections, realistic photograph. Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces. Focus: clear subject, believable materials, coherent lighting. Key cues: wet reflective surfaces, reflections, night bokeh. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1029,7 +1029,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimalist studio, realistic photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: minimalist studio, realistic photograph. Lighting: large diffused key light with clean specular highlights. Focus: clear subject, believable materials, coherent lighting. Key cues: minimalist studio photo, clean seamless, controlled reflections. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1048,7 +1048,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: close-up texture study, realistic photograph. Lighting: raking light to reveal texture and surface detail. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: close-up texture study, realistic photograph. Lighting: raking light to reveal texture and surface detail. Focus: clear subject, believable materials, coherent lighting. Key cues: close-up photo, micro texture, tactile detail. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1067,7 +1067,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: soft overcast natural, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: soft overcast natural, realistic photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Focus: clear subject, believable materials, coherent lighting. Key cues: soft overcast, even skin tones, gentle contrast. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1086,7 +1086,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: high key commercial, realistic photograph. Lighting: large soft sources with high fill for clean whites. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: high key commercial, realistic photograph. Lighting: large soft sources with high fill for clean whites. Focus: clear subject, believable materials, coherent lighting. Key cues: high key commercial, clean whites, soft shadows. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1105,7 +1105,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: low key dramatic, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: low key dramatic, realistic photograph. Lighting: dramatic side lighting with deep shadows and bright highlights. Focus: clear subject, believable materials, coherent lighting. Key cues: low key, deep shadows, controlled highlights. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1124,7 +1124,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: specular highlight study, realistic photograph. Lighting: small hard sources for crisp specular highlights with controlled fill. Focus: clear subject, believable materials, coherent lighting."
+          "suffix": "Style: specular highlight study, realistic photograph. Lighting: small hard sources for crisp specular highlights with controlled fill. Focus: clear subject, believable materials, coherent lighting. Key cues: specular highlights, controlled reflections, shiny surfaces. Finish cues: realistic detail, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1137,13 +1137,13 @@
       "name": "Lens Vibe: 24mm Wide Angle",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wide angle, 24mm lens feel, strong perspective",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, wide field of view, 24mm perspective, strong perspective",
         "suffix": "clean optics, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic photograph with a specific lens perspective. Composition: wide-angle perspective with strong leading lines. Lighting: overcast daylight, even illumination, soft shadow transitions."
+          "suffix": "Style: realistic photograph with a specific perspective and field of view. Composition: wide field of view with strong leading lines. Lighting: overcast daylight, even illumination, soft shadow transitions. Key cues: wide field of view, 24mm perspective, strong perspective. Finish cues: clean optics, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1156,13 +1156,13 @@
       "name": "Lens Vibe: 35mm Documentary",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 35mm lens feel, documentary framing, natural perspective",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 35mm perspective, documentary framing, natural perspective",
         "suffix": "clean optics, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic photograph with a specific lens perspective. Composition: documentary framing with natural perspective. Lighting: overcast daylight, even illumination, soft shadow transitions."
+          "suffix": "Style: realistic photograph with a specific perspective and field of view. Composition: documentary framing with natural perspective. Lighting: overcast daylight, even illumination, soft shadow transitions. Key cues: 35mm perspective, documentary framing, natural perspective. Finish cues: clean optics, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1175,13 +1175,13 @@
       "name": "Lens Vibe: 50mm Natural",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 50mm lens feel, natural perspective, balanced framing",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 50mm perspective, natural perspective, balanced framing",
         "suffix": "clean optics, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic photograph with a specific lens perspective. Composition: balanced perspective and natural proportions. Lighting: overcast daylight, even illumination, soft shadow transitions."
+          "suffix": "Style: realistic photograph with a specific perspective and field of view. Composition: balanced perspective and natural proportions. Lighting: overcast daylight, even illumination, soft shadow transitions. Key cues: 50mm perspective, natural perspective, balanced framing. Finish cues: clean optics, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1194,13 +1194,13 @@
       "name": "Lens Vibe: 85mm Portrait",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 85mm lens feel, portrait compression, shallow depth of field",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, 85mm portrait perspective, portrait compression, shallow depth of field",
         "suffix": "clean optics, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic photograph with a specific lens perspective. Composition: flattering compression with shallow depth of field. Lighting: overcast daylight, even illumination, soft shadow transitions."
+          "suffix": "Style: realistic photograph with a specific perspective and field of view. Composition: flattering compression with shallow depth of field. Lighting: overcast daylight, even illumination, soft shadow transitions. Key cues: 85mm portrait perspective, portrait compression, shallow depth of field. Finish cues: clean optics, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -1213,13 +1213,13 @@
       "name": "Lens Vibe: 135mm Telephoto",
       "category": "Photography",
       "default": {
-        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, telephoto compression, 135mm lens feel, compressed background",
+        "prefix": "professional photography, realistic lighting, natural color rendition, coherent shadows, true-to-life textures, strong compression, 135mm compressed perspective, compressed background",
         "suffix": "clean optics, natural contrast, sharp focus, high detail, balanced exposure, fine texture detail, clean highlights"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic photograph with a specific lens perspective. Composition: strong telephoto compression and layered background. Lighting: overcast daylight, even illumination, soft shadow transitions."
+          "suffix": "Style: realistic photograph with a specific perspective and field of view. Composition: strong compression and layered background. Lighting: overcast daylight, even illumination, soft shadow transitions. Key cues: strong compression, 135mm compressed perspective, compressed background. Finish cues: clean optics, natural contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/30_illustration.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: ink wash illustration on textured paper. Lighting: soft ambient light emphasizing paper texture and brush edges. Mood: calm, minimal, expressive."
+          "suffix": "Style: ink wash illustration on textured paper. Lighting: soft ambient light emphasizing paper texture and brush edges. Mood: calm, minimal, expressive. Key cues: ink wash illustration, expressive brushwork, paper texture. Finish cues: soft diffusion, monochrome ink tones, subtle bleeding edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -32,7 +32,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: anime illustration with clean linework and cel shading. Lighting: clear, readable key light with soft fill. Mood: vibrant, expressive, high clarity."
+          "suffix": "Style: anime illustration with clean linework and cel shading. Lighting: clear, readable key light with soft fill. Mood: vibrant, expressive, high clarity. Key cues: anime style, clean line art, cel shading, vibrant colors. Finish cues: sharp eyes, expressive face, crisp edges, detailed background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -52,7 +52,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: watercolor illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: watercolor illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: watercolor illustration, translucent washes, soft edges, granulation, textured paper. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -70,7 +70,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: gouache painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: gouache painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: gouache painting, opaque matte paint, bold shapes, flat color blocks, brush strokes. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: oil painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: oil painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: oil painting, painterly, rich brush strokes, impasto texture, canvas texture. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -106,7 +106,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: acrylic painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: acrylic painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: acrylic painting, bold brushwork, layered paint, matte finish, clean edges. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -124,7 +124,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: colored pencil drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: colored pencil drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: colored pencil drawing, fine hatching, paper grain, soft shading, hand-drawn texture. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -142,7 +142,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: graphite pencil sketch. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: graphite pencil sketch. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: graphite pencil sketch, linework, shaded rendering, paper texture, loose sketch. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -160,7 +160,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: charcoal drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: charcoal drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: charcoal drawing, smudged shading, dusty texture, high contrast, paper grain. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -178,7 +178,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: pastel drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: pastel drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: soft pastel drawing, powdery texture, blended gradients, soft edges, paper tooth. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -196,7 +196,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: ink line art. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: ink line art. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: ink line art, clean linework, high contrast, minimal shading, smooth contours. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -214,7 +214,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: marker illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: marker illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: marker illustration, smooth gradients, bold shapes, clean outlines, paper texture. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -232,7 +232,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: children's book illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: children's book illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: children's book illustration, storybook style, soft shapes, warm palette, gentle shading. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -250,7 +250,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: graphic novel panel. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: graphic novel panel. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: graphic novel panel, dramatic inking, heavy shadows, panel composition, high contrast. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -268,7 +268,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: manga panel. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: manga panel. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: manga panel, black ink, screentones, dynamic paneling, clean linework. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -286,7 +286,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: anime keyframe. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: anime keyframe. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: anime key visual, clean lineart, cel shading, expressive faces, vibrant colors. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -304,7 +304,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: pixel art. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: pixel art. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: pixel art, 16-bit, limited palette, dithering, crisp pixels. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -322,7 +322,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vector flat. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: vector flat. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: vector illustration, flat colors, clean shapes, minimal shading, crisp edges. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -340,7 +340,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: isometric vector. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: isometric vector. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: isometric vector illustration, clean geometry, consistent shadows, flat colors, crisp lines. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -358,7 +358,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: technical diagram. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: technical diagram. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: technical illustration, clean lines, diagrammatic layout, labeled parts, flat lighting. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -376,7 +376,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: linocut print. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: linocut print. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: linocut print, carved line texture, rough edges, high contrast, ink on paper. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -394,7 +394,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: woodcut print. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: woodcut print. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: woodcut print, carved texture, bold lines, high contrast, ink on paper. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -412,7 +412,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: engraving. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: engraving. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: engraving, fine hatching, crosshatching, vintage print, antique paper. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -430,7 +430,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: etching. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: etching. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: etching, crosshatching, fine lines, paper texture, vintage print. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -448,7 +448,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stippling. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: stippling. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: stippling, ink dots, dot shading, high detail, paper texture. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -466,7 +466,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: pointillism. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: pointillism. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: pointillism, tiny color dots, optical blending, painterly, soft edges. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -484,7 +484,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: ukiyo-e woodblock. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: ukiyo-e woodblock. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: ukiyo-e woodblock print, flat color areas, stylized linework, traditional print texture, limited palette. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -502,7 +502,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: impressionist painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: impressionist painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: impressionist painting, broken brush strokes, soft edges, painterly light, colorful palette. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -520,7 +520,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: expressionist painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: expressionist painting. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: expressionist painting, bold color, emotional brushwork, strong shapes, high contrast. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -538,7 +538,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimal line illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: minimal line illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: minimal line illustration, single line drawing, clean negative space, simple forms, minimal shading. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -556,7 +556,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sticker illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: sticker illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: sticker illustration, thick outline, flat colors, simple shading, die-cut sticker. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -574,7 +574,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: chalkboard sketch. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: chalkboard sketch. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: chalkboard drawing, chalk texture, hand-drawn, dusty strokes, blackboard background. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -592,7 +592,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: blueprint drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: blueprint drawing. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: blueprint drawing, white lines on blue, technical diagram, schematic layout, clean labels. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -610,7 +610,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: paper cutout. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: paper cutout. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: paper cutout illustration, layered paper, handcrafted, soft cast shadows, cut edges. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -628,7 +628,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: collage illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive."
+          "suffix": "Style: collage illustration. Lighting: soft even light that supports the medium. Mood: consistent, intentional, cohesive. Key cues: collage illustration, torn paper edges, mixed media, layered textures, paper grain. Finish cues: clean composition, cohesive palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -646,7 +646,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: art nouveau illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: art nouveau illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: art nouveau illustration, ornamental lines, flowing forms. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -665,7 +665,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: art deco illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: art deco illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: art deco illustration, geometric elegance, stylized forms. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -684,7 +684,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: surrealism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: surrealism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: surreal illustration, dream logic, unexpected juxtapositions. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -703,7 +703,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cubism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: cubism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: cubist painting style, geometric planes, fragmented forms. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -722,7 +722,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: fauvism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: fauvism illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: fauvist colors, bold palette, simplified shapes. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -741,7 +741,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimalist illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: minimalist illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: minimalist illustration, simple forms, strong negative space. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -760,7 +760,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: retro 1950s illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: retro 1950s illustration illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: retro 1950s illustration, mid-century shapes, limited palette. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -779,7 +779,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage scientific plate illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: vintage scientific plate illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: vintage scientific illustration, fine lines, paper texture. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -798,7 +798,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: fantasy map illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: fantasy map illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: fantasy map illustration, ink lines, parchment texture. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -817,7 +817,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: isometric pixel art illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: isometric pixel art illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: isometric pixel art, limited palette, crisp pixels. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -836,7 +836,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: chibi character illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: chibi character illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: chibi style, cute proportions, clean outlines. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -855,7 +855,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mecha blueprint illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: mecha blueprint illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: mecha blueprint, technical drawing, clean labels. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -874,7 +874,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: storybook pencil illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: storybook pencil illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: storybook pencil drawing, soft shading, gentle lines. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -893,7 +893,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: painterly concept art illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional."
+          "suffix": "Style: painterly concept art illustration. Lighting: soft even light appropriate to the medium. Mood: cohesive and intentional. Key cues: painterly concept art, loose brushwork, atmospheric perspective. Finish cues: cohesive palette, clean composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/32_print_reprographic.json

@@ -0,0 +1,285 @@
+{
+  "version": 1,
+  "styles": [
+    {
+      "id": "repro_mimeograph_duplication",
+      "name": "Reprographic: Mimeograph Duplication",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, mimeograph duplication, stencil master, inked drum texture, duplicated sheets",
+        "suffix": "slight misregistration, inky density shifts, porous paper texture, office-print rhythm, paper texture, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mimeograph duplication with stencil-master imperfections. Lighting: flat even light preserving paper and ink density variation. Texture: inked drum transfer, porous paper, and repeated-sheet inconsistency. Key cues: mimeograph duplication, stencil master, inked drum texture, duplicated sheets. Finish cues: slight misregistration, inky density shifts, porous paper texture, office-print rhythm. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "mimeograph",
+        "print"
+      ]
+    },
+    {
+      "id": "repro_spirit_duplicator_copy",
+      "name": "Reprographic: Spirit Duplicator",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, spirit duplicator copy, purple aniline tones, soft duplicate texturing, school-office print",
+        "suffix": "lavender cast, soft edges, faded pressure transfer, paper softness, paper texture, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: spirit-duplicator copy with characteristic purple cast. Lighting: flat diffuse light that keeps the faded duplicate texture legible. Texture: soft transfer edges, pale dye density, and absorbent paper. Key cues: spirit duplicator copy, purple aniline tones, soft duplicate texturing, school-office print. Finish cues: lavender cast, soft edges, faded pressure transfer, paper softness. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "spirit_duplicator",
+        "print"
+      ]
+    },
+    {
+      "id": "repro_diazo_blueprint",
+      "name": "Reprographic: Diazo Blueprint",
+      "category": "Photography/Alt Process",
+      "default": {
+        "prefix": "cyanotype print, blueprint blue, pale white linework, coated paper texture, graphic plan aesthetic",
+        "suffix": "paper grain, soft process fading, crisp line edges, matte coated sheet, controlled contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: cyanotype-like blueprint print with pale linework on deep blue paper. Lighting: flat even light preserving paper grain and line clarity. Texture: matte coated paper, soft process fading, and crisp pale lines. Key cues: blueprint blue, pale white linework, coated paper texture, graphic plan aesthetic. Finish cues: paper grain, soft process fading, crisp line edges, matte coated sheet. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "diazo",
+        "blueprint"
+      ]
+    },
+    {
+      "id": "repro_whiteprint_copy",
+      "name": "Reprographic: Whiteprint Copy",
+      "category": "Photography/Alt Process",
+      "default": {
+        "prefix": "whiteprint aesthetic, pale paper ground, soft blue linework, engineering-print look, matte sheet texture",
+        "suffix": "fine paper grain, faint blue tint, clean line edges, document paper wear, restrained contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: whiteprint-style reproduction with blue linework on pale paper. Lighting: neutral even light preserving line clarity and sheet texture. Texture: matte paper, faint blue tint, and lightly worn print edges. Key cues: pale paper ground, soft blue linework, engineering-print look, matte sheet texture. Finish cues: fine paper grain, faint blue tint, clean line edges, document paper wear. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "whiteprint",
+        "technical_copy"
+      ]
+    },
+    {
+      "id": "repro_offset_litho_misregistration",
+      "name": "Reprographic: Offset Misregistration",
+      "category": "Graphic Design",
+      "default": {
+        "prefix": "offset print look, slight CMYK drift, layered overprint color, poster ink texture, graphic print surface",
+        "suffix": "registration drift, ink overlap edges, paper tooth, press imperfection texture, bold printed contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: offset print with slight CMYK misregistration and overprinted color layers. Lighting: flat print-preview light with minimal shading. Texture: paper tooth, ink overlap edges, and gentle press drift. Key cues: offset print look, slight CMYK drift, layered overprint color, poster ink texture. Finish cues: registration drift, ink overlap edges, paper tooth, press imperfection texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "offset",
+        "graphic"
+      ]
+    },
+    {
+      "id": "repro_newsprint_halftone",
+      "name": "Reprographic: Newsprint Halftone",
+      "category": "Graphic Design",
+      "default": {
+        "prefix": "newsprint print look, coarse halftone dots, absorbent paper stock, editorial print texture, monochrome or limited color",
+        "suffix": "dot gain, soft ink spread, paper fuzz, cheap stock texture, gritty printed contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: newsprint reproduction with coarse halftone dots and absorbent paper texture. Lighting: flat editorial light keeping dot structure readable. Texture: dot gain, soft ink spread, and cheap stock fuzz. Key cues: coarse halftone dots, absorbent paper stock, editorial print texture, limited-color print. Finish cues: dot gain, soft ink spread, paper fuzz, cheap stock texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "newsprint",
+        "halftone"
+      ]
+    },
+    {
+      "id": "repro_xerox_zine_photocopy",
+      "name": "Reprographic: Xerox Zine Photocopy",
+      "category": "Graphic Design",
+      "default": {
+        "prefix": "photocopy zine aesthetic, stark black toner, rough collage print, DIY copy-art texture, matte office paper",
+        "suffix": "toner speckle, edge shadowing, paper curl, rough copy texture, gritty contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: photocopy zine print with stark black toner and rough copy-art texture. Lighting: flat copy-table light with no dramatic shading. Texture: toner speckle, edge shadowing, and matte office paper curl. Key cues: photocopy zine aesthetic, stark black toner, rough collage print, DIY copy-art texture. Finish cues: toner speckle, edge shadowing, paper curl, rough copy texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "photocopy",
+        "zine"
+      ]
+    },
+    {
+      "id": "repro_carbon_copy_manifold",
+      "name": "Reprographic: Carbon Copy Manifold",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, carbon copy manifold, pressure transfer typing, duplicate form, ghosted text impression",
+        "suffix": "soft duplicate offset, paper stack pressure marks, form-stock texture, typed imprint feel, paper texture, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: carbon-copy manifold form with pressure-transferred duplicate impression. Lighting: neutral even light revealing paper stack pressure and duplicate offset. Texture: soft transfer, form-stock grain, and faint stacked-sheet marks. Key cues: carbon copy manifold, pressure transfer typing, duplicate form, ghosted text impression. Finish cues: soft duplicate offset, paper stack pressure marks, form-stock texture, typed imprint feel. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "carbon_copy",
+        "office_print"
+      ]
+    },
+    {
+      "id": "repro_contact_sheet_proof",
+      "name": "Reprographic: Contact Sheet Proof",
+      "category": "Photography/Alt Process",
+      "default": {
+        "prefix": "contact-sheet darkroom print, small photo borders, glossy proof paper, analog print-sheet aesthetic",
+        "suffix": "glossy paper sheen, narrow frame borders, archival print texture, soft darkroom proof feel"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: darkroom contact-sheet print with small bordered frames and glossy proof paper. Lighting: soft even light preserving paper sheen and border traces. Texture: glossy proof paper, archival print surface, and subtle frame spacing. Key cues: contact-sheet darkroom print, small photo borders, glossy proof paper, analog print-sheet aesthetic. Finish cues: glossy paper sheen, narrow frame borders, archival print texture, soft darkroom proof feel. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "contact_sheet",
+        "analog_print"
+      ]
+    },
+    {
+      "id": "repro_rotogravure_ink_pattern",
+      "name": "Reprographic: Rotogravure Ink Pattern",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, rotogravure print, copper-cell ink pattern, smooth tonal reproduction, press cylinder texture",
+        "suffix": "fine cell grain, velvety darks, printed paper texture, high-volume press character, paper texture, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: rotogravure reproduction with smooth tonal printing and fine cell patterning. Lighting: flat print-preview light preserving tonal reproduction and cell grain. Texture: velvety darks, fine gravure grain, and coated paper response. Key cues: rotogravure print, copper-cell ink pattern, smooth tonal reproduction, press cylinder texture. Finish cues: fine cell grain, velvety darks, printed paper texture, high-volume press character. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "rotogravure",
+        "print"
+      ]
+    },
+    {
+      "id": "repro_cmyk_registration_proof",
+      "name": "Reprographic: CMYK Registration Proof",
+      "category": "Graphic Design",
+      "default": {
+        "prefix": "CMYK proof print, layered process color, slight registration drift, print-shop proof texture, offset ink surface",
+        "suffix": "ink alignment variation, paper tooth, printed color layering, proof-sheet texture, clean graphic contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: CMYK proof print with layered process color and slight registration drift. Lighting: neutral inspection light with minimal glare. Texture: paper tooth, printed color layering, and subtle alignment variation. Key cues: CMYK proof print, layered process color, slight registration drift, print-shop proof texture. Finish cues: ink alignment variation, paper tooth, printed color layering, proof-sheet texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "cmyk",
+        "proof"
+      ]
+    },
+    {
+      "id": "repro_thermographic_raised_ink",
+      "name": "Reprographic: Thermographic Raised Ink",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, thermographic raised ink, powder-fused lettering, slight gloss, printed stationery",
+        "suffix": "raised ink relief, subtle sheen, paper texture, formal print finish, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: thermographic print with powder-fused raised ink. Lighting: soft raking light revealing slight relief and glossy edges. Texture: raised lettering, subtle sheen, and fine stationery stock. Key cues: thermographic raised ink, powder-fused lettering, slight gloss, printed stationery. Finish cues: raised ink relief, subtle sheen, paper texture, formal print finish. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "thermography",
+        "raised_ink"
+      ]
+    },
+    {
+      "id": "repro_rubber_stamp_overprint",
+      "name": "Reprographic: Rubber Stamp Overprint",
+      "category": "Printmaking/Expanded",
+      "default": {
+        "prefix": "printmaking, ink on paper, handcrafted texture, carved lines, high contrast, rubber stamp overprint, layered ink stamps, imperfect repeat, manual registration",
+        "suffix": "ink pooling, stamp edge chatter, paper tooth, hand-pressed irregularity, paper texture, ink texture, rough edges, high contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: rubber-stamped overprint with imperfect manual registration. Lighting: flat diffuse light preserving ink pooling and stamp edge chatter. Texture: hand-pressed irregularity, paper tooth, and layered ink density. Key cues: rubber stamp overprint, layered ink stamps, imperfect repeat, manual registration. Finish cues: ink pooling, stamp edge chatter, paper tooth, hand-pressed irregularity. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "rubber_stamp",
+        "overprint"
+      ]
+    },
+    {
+      "id": "repro_dot_gain_press_sheet",
+      "name": "Reprographic: Dot Gain Press Sheet",
+      "category": "Graphic Design",
+      "default": {
+        "prefix": "screened print texture, dot gain, soft ink spread, absorbent press paper, calibration-print look",
+        "suffix": "softened dot edges, paper absorbency, density variation, press-sheet texture, matte printed surface"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: screened print showing dot gain and soft ink spread on absorbent paper. Lighting: neutral inspection light that keeps screened texture readable. Texture: softened dot edges, density variation, and matte press paper. Key cues: screened print texture, dot gain, soft ink spread, absorbent press paper. Finish cues: softened dot edges, paper absorbency, density variation, press-sheet texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "reprographic",
+        "dot_gain",
+        "press"
+      ]
+    }
+  ]
+}

styles/packs/34_fine_art_artists.json

@@ -0,0 +1,405 @@
+{
+  "version": 1,
+  "styles": [
+    {
+      "id": "artist_leonardo_da_vinci_sfumato",
+      "name": "Artist: Leonardo da Vinci (Sfumato + Subtle Chiaroscuro)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Leonardo da Vinci, High Renaissance, sfumato, subtle tonal transitions, delicate glazing, gentle chiaroscuro, atmospheric perspective",
+        "suffix": "smooth gradients, refined realism, calm harmony, soft atmospheric depth, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: High Renaissance painting in the style of Leonardo da Vinci, refined realism with sfumato. Lighting: gentle chiaroscuro with soft shadow transitions. Technique: delicate glazing, subtle tonal gradients, atmospheric perspective. Key cues: in the style of Leonardo da Vinci, High Renaissance, sfumato, subtle tonal transitions, delicate glazing, gentle chiaroscuro, atmospheric perspective. Finish cues: smooth gradients, refined realism, calm harmony, soft atmospheric depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "leonardo_da_vinci", "high_renaissance", "sfumato"]
+    },
+    {
+      "id": "artist_raphael_harmonious_renaissance",
+      "name": "Artist: Raphael (Harmonious High Renaissance)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Raphael, High Renaissance, harmonious composition, idealized forms, graceful linework, clear perspective, soft modeling, balanced symmetry",
+        "suffix": "serene mood, smooth paint handling, gentle highlights, harmonious color, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: High Renaissance painting in the style of Raphael, clarity and harmony. Composition: balanced symmetry, clear perspective, idealized forms, graceful contours. Color: harmonious palette with soft transitions and calm unity. Key cues: in the style of Raphael, High Renaissance, harmonious composition, idealized forms, graceful linework, clear perspective, balanced symmetry. Finish cues: serene mood, smooth paint handling, gentle highlights, harmonious color. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "raphael", "high_renaissance"]
+    },
+    {
+      "id": "artist_michelangelo_monumental_fresco",
+      "name": "Artist: Michelangelo (Monumental Forms + Fresco)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Michelangelo, High Renaissance, monumental forms, sculptural anatomy, dramatic foreshortening, powerful gestures, fresco painting, bold modeling",
+        "suffix": "monumental scale, dramatic value range, strong highlights and shadows, dynamic composition, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: monumental High Renaissance fresco painting in the style of Michelangelo. Form: sculptural anatomy, heroic scale, dramatic foreshortening, powerful gestures. Shading: bold modeling with a wide value range and clear form separation. Key cues: in the style of Michelangelo, High Renaissance, monumental forms, sculptural anatomy, dramatic foreshortening, fresco painting, bold modeling. Finish cues: monumental scale, dramatic value range, strong highlights and shadows, dynamic composition. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "michelangelo", "high_renaissance", "fresco"]
+    },
+    {
+      "id": "artist_botticelli_linear_grace_tempera",
+      "name": "Artist: Sandro Botticelli (Linear Grace + Tempera)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Sandro Botticelli, Early Renaissance, linear grace, flowing contours, delicate tempera-like handling, decorative patterning, clear silhouettes, gentle pastel palette",
+        "suffix": "crisp contours, delicate shading, ornamental detail, elegant rhythm, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Early Renaissance painting in the style of Sandro Botticelli, emphasizing linear grace. Line: flowing contours, clear silhouettes, elegant rhythm, ornamental detail. Technique: tempera-like precision with delicate shading and gentle color harmony. Key cues: in the style of Sandro Botticelli, Early Renaissance, linear grace, flowing contours, decorative patterning, clear silhouettes. Finish cues: crisp contours, delicate shading, ornamental detail, elegant rhythm. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "botticelli", "early_renaissance"]
+    },
+    {
+      "id": "artist_caravaggio_tenebrism",
+      "name": "Artist: Caravaggio (Tenebrism + Dramatic Realism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Caravaggio, Baroque, tenebrism, intense chiaroscuro, dramatic realism, strong directional light, deep shadow fields, theatrical contrast",
+        "suffix": "high contrast, hard-edged light falloff, rich darks, warm highlights, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Baroque oil painting in the style of Caravaggio, dramatic realism with tenebrism. Lighting: intense chiaroscuro with deep shadow fields and hard-edged light falloff. Mood: tense and theatrical, with bold value contrasts. Key cues: in the style of Caravaggio, Baroque, tenebrism, intense chiaroscuro, dramatic realism, strong directional light. Finish cues: high contrast, rich darks, warm highlights, hard-edged light falloff. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "caravaggio", "baroque", "tenebrism"]
+    },
+    {
+      "id": "artist_rembrandt_chiaroscuro_impasto",
+      "name": "Artist: Rembrandt van Rijn (Chiaroscuro + Impasto)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Rembrandt van Rijn, Dutch Golden Age, warm chiaroscuro, impasto highlights, rich earth tones, painterly brushwork, subtle glazing, psychological depth",
+        "suffix": "thick paint texture, warm amber light, deep soft shadows, rich tonal range, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Dutch Golden Age oil painting in the style of Rembrandt van Rijn, warm chiaroscuro and painterly depth. Lighting: dramatic but warm light with deep soft shadows and strong form modeling. Texture: impasto highlights with visible brushwork and subtle glazing in midtones. Key cues: in the style of Rembrandt van Rijn, Dutch Golden Age, warm chiaroscuro, impasto highlights, rich earth tones, painterly brushwork. Finish cues: thick paint texture, warm amber light, deep soft shadows, rich tonal range. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "rembrandt", "dutch_golden_age", "chiaroscuro", "impasto"]
+    },
+    {
+      "id": "artist_vermeer_luminous_daylight",
+      "name": "Artist: Johannes Vermeer (Luminous Soft Daylight)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Johannes Vermeer, Dutch Golden Age, luminous daylight, soft diffused side light, tranquil composition, subtle color harmony, smooth glazing, quiet realism",
+        "suffix": "pearl-like highlights, clean edges, calm atmosphere, delicate texture, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Dutch Golden Age painting in the style of Johannes Vermeer, luminous realism and calm clarity. Lighting: soft diffused daylight from one side, gentle shadow transitions, pearl-like highlights. Technique: smooth glazing, clean edges, subtle color harmony, quiet atmosphere. Key cues: in the style of Johannes Vermeer, Dutch Golden Age, luminous daylight, soft diffused side light, smooth glazing, subtle color harmony. Finish cues: pearl-like highlights, clean edges, calm atmosphere, delicate texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "vermeer", "dutch_golden_age", "luminous"]
+    },
+    {
+      "id": "artist_velazquez_tonal_realism",
+      "name": "Artist: Diego Velázquez (Tonal Realism + Loose Brushwork)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Diego Velázquez, Spanish Baroque, tonal realism, loose confident brushwork, subdued palette, atmospheric space, naturalistic rendering, understated highlights",
+        "suffix": "painterly edges, tonal unity, subtle highlights, atmospheric depth, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Spanish Baroque painting in the style of Diego Velázquez, naturalistic tonal realism. Brushwork: loose and confident with painterly edges and subtle transitions. Color: subdued palette with tonal unity and understated highlights, emphasizing atmosphere. Key cues: in the style of Diego Velázquez, Spanish Baroque, tonal realism, loose confident brushwork, subdued palette, atmospheric space. Finish cues: painterly edges, tonal unity, subtle highlights, atmospheric depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "velazquez", "spanish_baroque", "tonal_painting"]
+    },
+    {
+      "id": "artist_goya_expressive_romanticism",
+      "name": "Artist: Francisco Goya (Expressive Romanticism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Francisco Goya, Romanticism, expressive brushwork, somber palette, dramatic contrast, psychological intensity, raw painterly texture, moody atmosphere",
+        "suffix": "bold value contrasts, rough brush texture, dark tonal weight, intense mood, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Romantic-era painting in the style of Francisco Goya, expressive and psychologically intense. Tone: somber palette with dark tonal weight and bold value contrasts. Brushwork: raw painterly texture, energetic marks, heightened dramatic contrast. Key cues: in the style of Francisco Goya, Romanticism, expressive brushwork, somber palette, dramatic contrast, psychological intensity. Finish cues: bold value contrasts, rough brush texture, dark tonal weight, intense mood. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "goya", "romanticism", "expressive"]
+    },
+    {
+      "id": "artist_turner_luminous_atmosphere",
+      "name": "Artist: J. M. W. Turner (Luminous Atmosphere)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of J. M. W. Turner, Romanticism, luminous atmosphere, dissolving forms, swirling light, vaporous haze, radiant color, atmospheric perspective",
+        "suffix": "glowing light effects, soft edges, misty diffusion, energetic paint movement, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Romantic painting in the style of J. M. W. Turner, luminous atmosphere and radiant color. Atmosphere: vaporous haze, dissolving forms, soft edges, misty diffusion. Light: glowing light effects with energetic paint movement and dramatic tonal transitions. Key cues: in the style of J. M. W. Turner, Romanticism, luminous atmosphere, dissolving forms, swirling light, vaporous haze. Finish cues: glowing light effects, soft edges, misty diffusion, radiant color. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "turner", "romanticism", "atmospheric"]
+    },
+    {
+      "id": "artist_monet_impressionist_light",
+      "name": "Artist: Claude Monet (Impressionist Light)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Claude Monet, Impressionism, broken brushstrokes, plein-air light, shimmering color, soft edges, optical color mixing, atmospheric haze",
+        "suffix": "sparkling highlights, loose strokes, airy atmosphere, light-drenched palette, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Impressionist painting in the style of Claude Monet, focused on light and atmosphere. Brushwork: short broken strokes with soft edges and shimmering color transitions. Color: optical mixing and plein-air light effects with a light-drenched palette and gentle haze. Key cues: in the style of Claude Monet, Impressionism, broken brushstrokes, plein-air light, shimmering color, atmospheric haze. Finish cues: sparkling highlights, loose strokes, airy atmosphere, light-drenched palette. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "monet", "impressionism"]
+    },
+    {
+      "id": "artist_seurat_pointillism",
+      "name": "Artist: Georges Seurat (Pointillism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Georges Seurat, Neo-Impressionism, pointillism, tiny color dots, optical color mixing, precise composition, clear silhouettes, controlled palette",
+        "suffix": "granular dot texture, luminous color vibration, crisp contours, structured composition, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Neo-Impressionist painting in the style of Georges Seurat, built from pointillist color dots. Technique: tiny dots and dabs that create optical color mixing and luminous vibration at a distance. Composition: precise and structured with crisp contours and controlled rhythm. Key cues: in the style of Georges Seurat, Neo-Impressionism, pointillism, tiny color dots, optical color mixing, precise composition. Finish cues: granular dot texture, luminous color vibration, crisp contours, structured composition. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "seurat", "neo_impressionism", "pointillism"]
+    },
+    {
+      "id": "artist_cezanne_constructive_brushwork",
+      "name": "Artist: Paul Cézanne (Constructive Brushwork)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Paul Cézanne, Post-Impressionism, constructive brushwork, chromatic planes, simplified geometry, underlying structure, warm-cool modulation, architectonic composition",
+        "suffix": "blocky color planes, structured forms, balanced weight, textured strokes, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Post-Impressionist painting in the style of Paul Cézanne, emphasizing structure and form. Brushwork: constructive strokes that build planes of color and underlying geometry. Color: warm-cool modulation and chromatic planes that create solid, architectonic composition. Key cues: in the style of Paul Cézanne, Post-Impressionism, constructive brushwork, chromatic planes, simplified geometry, underlying structure. Finish cues: blocky color planes, structured forms, balanced weight, textured strokes. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "cezanne", "post_impressionism", "constructive"]
+    },
+    {
+      "id": "artist_van_gogh_expressive_impasto",
+      "name": "Artist: Vincent van Gogh (Expressive Impasto)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Vincent van Gogh, Post-Impressionism, striking color, emphatic brushwork, thick impasto, swirling directional strokes, bold outlines, high-chroma palette",
+        "suffix": "visible paint texture, energetic strokes, intense complementary contrast, dynamic movement, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Post-Impressionist oil painting in the style of Vincent van Gogh, energetic and expressive. Brushwork: emphatic directional strokes with thick impasto and visible paint texture. Color: striking high-chroma palette with intense complementary contrasts and bold outlines. Key cues: in the style of Vincent van Gogh, Post-Impressionism, striking color, emphatic brushwork, thick impasto, bold outlines. Finish cues: visible paint texture, energetic strokes, intense complementary contrast, dynamic movement. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "van_gogh", "post_impressionism", "impasto", "expressive"]
+    },
+    {
+      "id": "artist_gauguin_synthetism",
+      "name": "Artist: Paul Gauguin (Synthetism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Paul Gauguin, Post-Impressionism, synthetism, bold flat color areas, simplified shapes, strong outlines, symbolic color, decorative pattern",
+        "suffix": "flat planes, clean contours, saturated color blocks, poster-like clarity, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Post-Impressionist painting in the style of Paul Gauguin, synthetist and decorative. Shape: simplified forms with strong outlines and bold flat color areas. Color: symbolic, saturated blocks with poster-like clarity and patterned surfaces. Key cues: in the style of Paul Gauguin, Post-Impressionism, synthetism, bold flat color areas, simplified shapes, strong outlines. Finish cues: flat planes, clean contours, saturated color blocks, poster-like clarity. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "gauguin", "post_impressionism", "synthetism"]
+    },
+    {
+      "id": "artist_matisse_fauvist_color",
+      "name": "Artist: Henri Matisse (Fauvist Color)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Henri Matisse, Fauvism, bold saturated color, expressive contours, flattened space, decorative pattern, simplified forms, lively composition",
+        "suffix": "vivid palette, clean color fields, strong outlines, rhythmic shapes, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Fauvist painting in the style of Henri Matisse, emphasizing bold expressive color. Color: vivid saturated palette with large luminous patches and simplified forms. Line: expressive contours and flattened space with decorative rhythm and strong outlines. Key cues: in the style of Henri Matisse, Fauvism, bold saturated color, expressive contours, flattened space, decorative pattern. Finish cues: vivid palette, clean color fields, strong outlines, rhythmic shapes. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "matisse", "fauvism", "color"]
+    },
+    {
+      "id": "artist_picasso_analytical_cubism",
+      "name": "Artist: Pablo Picasso (Analytical Cubism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Pablo Picasso, Cubism, multiple viewpoints, fractured planes, faceted geometry, flattened picture plane, angular forms, limited earthy palette",
+        "suffix": "geometric fragmentation, sharp edges, planar shading, abstracted structure, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: analytical Cubism in the style of Pablo Picasso, fractured structure and multiple viewpoints. Form: faceted geometry, angular planes, flattened picture plane, abstracted construction. Color: limited earthy palette with planar shading and sharp edges. Key cues: in the style of Pablo Picasso, Cubism, multiple viewpoints, fractured planes, faceted geometry, flattened picture plane. Finish cues: geometric fragmentation, sharp edges, planar shading, abstracted structure. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "picasso", "cubism", "geometric"]
+    },
+    {
+      "id": "artist_kandinsky_geometric_abstraction",
+      "name": "Artist: Wassily Kandinsky (Geometric Abstraction)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Wassily Kandinsky, abstract art, geometric abstraction, dynamic lines, bold shapes, color-form relationships, rhythmic composition, nonobjective",
+        "suffix": "vibrant color interplay, clean shapes, energetic balance, abstract spatial tension, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: geometric abstraction in the style of Wassily Kandinsky, nonobjective and rhythmic. Composition: dynamic lines and bold shapes arranged with energetic balance and abstract spatial tension. Color: intentional color-form relationships with vibrant interplay and clear structure. Key cues: in the style of Wassily Kandinsky, abstract art, geometric abstraction, dynamic lines, bold shapes, color-form relationships. Finish cues: vibrant color interplay, clean shapes, energetic balance, abstract spatial tension. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "kandinsky", "abstract", "geometric"]
+    },
+    {
+      "id": "artist_mondrian_de_stijl_grid",
+      "name": "Artist: Piet Mondrian (De Stijl Grid)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Piet Mondrian, De Stijl, neoplasticism, orthogonal grid, primary colors, black lines, flat planes, strict geometry",
+        "suffix": "clean grid structure, flat color blocks, sharp edges, minimal composition, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: De Stijl abstraction in the style of Piet Mondrian, rigorous geometric order. Composition: orthogonal grid with black lines and flat planes of primary colors. Design: minimal, balanced, and precise with sharp edges and clean structure. Key cues: in the style of Piet Mondrian, De Stijl, neoplasticism, orthogonal grid, primary colors, black lines. Finish cues: clean grid structure, flat color blocks, sharp edges, minimal composition. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "mondrian", "de_stijl", "neoplasticism"]
+    },
+    {
+      "id": "artist_klimt_ornamental_gold",
+      "name": "Artist: Gustav Klimt (Ornamental Gold)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Gustav Klimt, Vienna Secession, ornamental patterning, gold leaf accents, flat decorative surfaces, linear drawing, mosaic-like texture, symbolic elegance",
+        "suffix": "golden shimmer, intricate ornament, flat stylization, rich decorative detail, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Vienna Secession painting in the style of Gustav Klimt, ornamental and richly decorative. Surface: flat stylization with linear drawing, intricate patterning, and gold leaf accents. Texture: mosaic-like ornament with golden shimmer and refined symbolic elegance. Key cues: in the style of Gustav Klimt, Vienna Secession, ornamental patterning, gold leaf accents, flat decorative surfaces, linear drawing. Finish cues: golden shimmer, intricate ornament, flat stylization, rich decorative detail. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "klimt", "vienna_secession", "ornament", "gold_leaf"]
+    },
+    {
+      "id": "artist_dali_surreal_precision",
+      "name": "Artist: Salvador Dalí (Surreal Precision)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Salvador Dalí, Surrealism, dreamlike atmosphere, meticulous realism, crisp detail, uncanny juxtaposition, smooth gradients, sharp highlights",
+        "suffix": "surreal mood, highly detailed realism, clean edges, uncanny clarity, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Surrealist painting in the style of Salvador Dalí, dreamlike and uncanny with meticulous realism. Detail: crisp rendering and clean edges with smooth gradients and sharp highlights. Mood: surreal and disquieting, emphasizing precise clarity and uncanny juxtaposition. Key cues: in the style of Salvador Dalí, Surrealism, dreamlike atmosphere, meticulous realism, crisp detail, uncanny juxtaposition. Finish cues: surreal mood, highly detailed realism, clean edges, uncanny clarity. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "dali", "surrealism", "meticulous"]
+    },
+    {
+      "id": "artist_pollock_action_painting",
+      "name": "Artist: Jackson Pollock (Action Painting Drips)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Jackson Pollock, Abstract Expressionism, action painting, drip and pour technique, all-over composition, layered splatter lines, energetic rhythm, tangled paint trails",
+        "suffix": "dense layered drips, dynamic movement, intertwined lines, raw texture, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Abstract Expressionist action painting in the style of Jackson Pollock, energetic and all-over. Technique: drip and pour marks with layered splatter lines and tangled paint trails across the full surface. Texture: dense intertwined lines and raw motion, emphasizing gesture and rhythm. Key cues: in the style of Jackson Pollock, Abstract Expressionism, action painting, drip and pour technique, all-over composition, layered splatter lines. Finish cues: dense layered drips, dynamic movement, intertwined lines, raw texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "pollock", "abstract_expressionism", "action_painting"]
+    },
+    {
+      "id": "artist_warhol_pop_art_silkscreen",
+      "name": "Artist: Andy Warhol (Pop Art Silkscreen)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Andy Warhol, Pop Art, silkscreen print, bold flat colors, repetition, high-contrast graphic shapes, commercial print aesthetic, halftone texture",
+        "suffix": "flat color fields, crisp edges, screenprint texture, repeating motif structure, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Pop Art print in the style of Andy Warhol, bold and graphic with silkscreen aesthetics. Color: flat high-contrast fields with repetition and commercial print clarity. Texture: screenprint feel with halftone texture and crisp edges, emphasizing iconic simplicity. Key cues: in the style of Andy Warhol, Pop Art, silkscreen print, bold flat colors, repetition, commercial print aesthetic. Finish cues: flat color fields, crisp edges, screenprint texture, repeating motif structure. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "warhol", "pop_art", "silkscreen"]
+    },
+    {
+      "id": "artist_hokusai_ukiyo_e_woodblock",
+      "name": "Artist: Katsushika Hokusai (Ukiyo-e Woodblock)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Katsushika Hokusai, ukiyo-e, Japanese woodblock print, bold fluid outlines, flat color planes, stylized perspective, patterned surfaces, clear silhouettes",
+        "suffix": "crisp linework, flat ink-and-color finish, paper texture, clean negative space, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: ukiyo-e woodblock print in the style of Katsushika Hokusai, graphic and refined. Line: bold fluid outlines with clear silhouettes and stylized perspective. Color: flat planes and patterned surfaces with a crisp ink-and-color finish and paper texture. Key cues: in the style of Katsushika Hokusai, ukiyo-e, Japanese woodblock print, bold fluid outlines, flat color planes, patterned surfaces. Finish cues: crisp linework, flat ink-and-color finish, paper texture, clean negative space. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "hokusai", "ukiyo_e", "woodblock"]
+    },
+    {
+      "id": "artist_kahlo_symbolic_realism",
+      "name": "Artist: Frida Kahlo (Symbolic Realism)",
+      "category": "Fine Art/Artists",
+      "default": {
+        "prefix": "fine art, museum-quality, traditional techniques, gallery piece, handcrafted, in the style of Frida Kahlo, Mexican modernism, folk art influence, vivid palette, symbolic surrealism, detailed brushwork, frontal composition, crisp outlines",
+        "suffix": "high-detail rendering, saturated colors, emblematic symbolism, strong central framing, high detail, handcrafted surface texture, gallery lighting, balanced composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Mexican modernist painting in the style of Frida Kahlo, symbolic and vividly rendered. Composition: frontal, centered, with crisp outlines and strong central framing. Color: saturated palette with folk-art influence and emblematic surreal symbolism, rendered with high detail. Key cues: in the style of Frida Kahlo, Mexican modernism, folk art influence, vivid palette, symbolic surrealism, frontal composition. Finish cues: high-detail rendering, saturated colors, emblematic symbolism, strong central framing. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": ["fine_art", "artist", "kahlo", "mexican_modernism", "symbolic"]
+    }
+  ]
+}

styles/packs/35_fine_art.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: old master oil painting with dramatic chiaroscuro. Lighting: dramatic side lighting with deep shadows and bright highlights. Texture: rich brushwork and subtle canvas grain."
+          "suffix": "Style: old master oil painting with dramatic chiaroscuro. Lighting: dramatic side lighting with deep shadows and bright highlights. Texture: rich brushwork and subtle canvas grain. Key cues: old master painting, baroque chiaroscuro, tenebrism, oil on canvas. Finish cues: warm highlights, deep shadows, classical composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -30,7 +30,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Dutch golden age still life oil painting. Lighting: dramatic side lighting with deep shadows and bright highlights. Texture: fine brushwork, varnished depth, canvas grain."
+          "suffix": "Style: Dutch golden age still life oil painting. Lighting: dramatic side lighting with deep shadows and bright highlights. Texture: fine brushwork, varnished depth, canvas grain. Key cues: dutch golden age still life, oil on canvas, dramatic light, rich materials. Finish cues: realistic textures, careful composition, deep shadows. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -48,7 +48,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: baroque religious painting, dramatic and monumental. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: solemn, powerful, cinematic."
+          "suffix": "Style: baroque religious painting, dramatic and monumental. Lighting: dramatic side lighting with deep shadows and bright highlights. Mood: solemn, powerful, cinematic. Key cues: baroque painting, dramatic composition, chiaroscuro, oil on canvas. Finish cues: smoke haze, golden highlights, deep shadows. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -66,7 +66,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Renaissance fresco painting on plaster. Lighting: soft ambient daylight like a museum interior. Texture: subtle plaster grain and aged pigment."
+          "suffix": "Style: Renaissance fresco painting on plaster. Lighting: soft ambient daylight like a museum interior. Texture: subtle plaster grain and aged pigment. Key cues: renaissance fresco, classical anatomy, balanced composition, plaster wall texture. Finish cues: muted pigments, aged patina, architectural framing. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -84,7 +84,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rococo fine art painting with pastel colors and ornate detail. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: elegant, playful, airy."
+          "suffix": "Style: rococo fine art painting with pastel colors and ornate detail. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: elegant, playful, airy. Key cues: rococo painting, pastel palette, ornate details, soft romantic light. Finish cues: delicate brushwork, silky fabrics, light airy mood. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -102,7 +102,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neoclassical fine art painting with clean forms and balanced composition. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: calm, disciplined, timeless."
+          "suffix": "Style: neoclassical fine art painting with clean forms and balanced composition. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: calm, disciplined, timeless. Key cues: neoclassical painting, clean forms, classical composition, marble-like skin tones. Finish cues: precise edges, balanced lighting, restrained palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -120,7 +120,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: romantic landscape oil painting with sublime atmosphere. Lighting: dramatic breaks in cloud cover with volumetric rays. Mood: awe, grandeur, nature overpowering."
+          "suffix": "Style: romantic landscape oil painting with sublime atmosphere. Lighting: dramatic breaks in cloud cover with volumetric rays. Mood: awe, grandeur, nature overpowering. Key cues: romantic landscape painting, dramatic sky, atmospheric perspective, sublime scale. Finish cues: mist, light rays, painterly clouds. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -138,7 +138,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: symbolist fine art painting, dreamlike and mystical. Lighting: soft diffuse light with gentle glow. Mood: enigmatic, poetic, symbolic."
+          "suffix": "Style: symbolist fine art painting, dreamlike and mystical. Lighting: soft diffuse light with gentle glow. Mood: enigmatic, poetic, symbolic. Key cues: symbolist painting, mystical symbolism, dreamlike atmosphere, soft haze. Finish cues: muted jewel tones, ornamental motifs, surreal calm. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -156,7 +156,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: pre-raphaelite inspired fine art painting with meticulous detail. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Texture: fine brushwork with luminous color."
+          "suffix": "Style: pre-raphaelite inspired fine art painting with meticulous detail. Lighting: soft, diffused key light from viewer-left, gentle shadows. Texture: fine brushwork with luminous color. Key cues: pre-raphaelite painting, intricate detail, luminous color, naturalistic textures. Finish cues: delicate florals, sharp detail, storybook realism. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -174,7 +174,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: academic realism oil painting with controlled edges. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: refined, realistic, classical."
+          "suffix": "Style: academic realism oil painting with controlled edges. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: refined, realistic, classical. Key cues: academic realism, oil painting, realistic anatomy, studio composition. Finish cues: controlled edges, subtle gradients, natural skin tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -192,7 +192,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: classical portrait oil painting. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: dignified, timeless, refined."
+          "suffix": "Style: classical portrait oil painting. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: dignified, timeless, refined. Key cues: classical portrait painting, oil on canvas, soft modeling, elegant pose. Finish cues: subtle skin shading, rich fabrics, balanced composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -210,7 +210,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: traditional icon painting with gold leaf accents. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: gilded highlights, painted tempera surface."
+          "suffix": "Style: traditional icon painting with gold leaf accents. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: gilded highlights, painted tempera surface. Key cues: icon painting, gold leaf, flat stylization, ornamental halo. Finish cues: tempera, aged varnish, ornate border. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -228,7 +228,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: illuminated manuscript on parchment with ornate borders. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: vellum grain, gold leaf shine, ink linework."
+          "suffix": "Style: illuminated manuscript on parchment with ornate borders. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: vellum grain, gold leaf shine, ink linework. Key cues: illuminated manuscript, gold leaf, vellum parchment, ornate border. Finish cues: medieval miniature, fine ink lines, decorative motifs. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -246,7 +246,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Persian miniature painting with intricate detail and flat perspective. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: ornate, delicate, storybook."
+          "suffix": "Style: Persian miniature painting with intricate detail and flat perspective. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: ornate, delicate, storybook. Key cues: persian miniature painting, intricate detail, flat perspective, ornate patterns. Finish cues: bright pigments, gold accents, decorative motifs. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -264,7 +264,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Mughal miniature painting with fine detail and ornate motifs. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: refined, decorative, historical."
+          "suffix": "Style: Mughal miniature painting with fine detail and ornate motifs. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: refined, decorative, historical. Key cues: mughal miniature painting, fine detail, flat perspective, ornamental patterns. Finish cues: jewel tones, gold accents, delicate linework. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -282,7 +282,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Japanese sumi-e ink painting on rice paper. Lighting: soft ambient light emphasizing paper texture. Mood: calm, minimal, expressive."
+          "suffix": "Style: Japanese sumi-e ink painting on rice paper. Lighting: soft ambient light emphasizing paper texture. Mood: calm, minimal, expressive. Key cues: sumi-e ink painting, expressive brush strokes, rice paper texture, minimal composition. Finish cues: monochrome ink, negative space, soft ink bleed. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -300,7 +300,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: Chinese ink landscape painting with misty mountains. Lighting: soft diffuse light, gentle contrast. Mood: serene, expansive, meditative."
+          "suffix": "Style: Chinese ink landscape painting with misty mountains. Lighting: soft diffuse light, gentle contrast. Mood: serene, expansive, meditative. Key cues: shan shui ink painting, mountain landscape, mist, rice paper texture. Finish cues: monochrome ink, atmospheric depth, soft ink wash. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -318,7 +318,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stained glass artwork with bold lead lines. Lighting: backlit translucent glass with glowing color. Mood: luminous, ornate, sacred."
+          "suffix": "Style: stained glass artwork with bold lead lines. Lighting: backlit translucent glass with glowing color. Mood: luminous, ornate, sacred. Key cues: stained glass, lead outlines, translucent colored glass, ornamental pattern. Finish cues: glowing light, high contrast shapes, jewel tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -336,7 +336,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mosaic tile artwork made from small tesserae. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: tactile tile surface with irregular pieces."
+          "suffix": "Style: mosaic tile artwork made from small tesserae. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: tactile tile surface with irregular pieces. Key cues: mosaic art, tesserae, stone tiles, handcrafted texture. Finish cues: tactile surface, irregular pieces, historic feel. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -354,7 +354,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: large fresco mural on plaster wall. Lighting: soft ambient light revealing wall texture and patina. Mood: monumental, historical, timeless."
+          "suffix": "Style: large fresco mural on plaster wall. Lighting: soft ambient light revealing wall texture and patina. Mood: monumental, historical, timeless. Key cues: fresco mural, plaster wall texture, pigment, large-scale composition. Finish cues: aged patina, subtle cracks, historic atmosphere. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -372,7 +372,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: encaustic wax painting with layered translucency. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: tactile wax surface with depth and subtle cracking."
+          "suffix": "Style: encaustic wax painting with layered translucency. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: tactile wax surface with depth and subtle cracking. Key cues: encaustic painting, wax medium, layered translucency, tactile texture. Finish cues: subtle cracks, surface depth, handmade feel. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -390,7 +390,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: egg tempera fine art painting with a matte surface. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: fine layered strokes, crisp detail."
+          "suffix": "Style: egg tempera fine art painting with a matte surface. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: fine layered strokes, crisp detail. Key cues: tempera painting, matte surface, fine detail, egg tempera. Finish cues: clean edges, layered strokes, historic palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -408,7 +408,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: impressionist plein-air oil painting with broken brushwork. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: lively, light-filled, outdoors."
+          "suffix": "Style: impressionist plein-air oil painting with broken brushwork. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: lively, light-filled, outdoors. Key cues: plein air painting, impressionist brushwork, broken color, sunlit atmosphere. Finish cues: visible strokes, soft edges, light-filled palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -426,7 +426,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: post-impressionist painting with bold brushwork and rich color. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: expressive, vibrant, painterly."
+          "suffix": "Style: post-impressionist painting with bold brushwork and rich color. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: expressive, vibrant, painterly. Key cues: post-impressionist painting, bold brushwork, strong outlines, rich color. Finish cues: textured paint, expressive strokes, vivid palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -444,7 +444,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: expressionist painting with emotive color and energetic brushwork. Lighting: dramatic but painterly, emphasizing form and color. Mood: intense, emotional, raw."
+          "suffix": "Style: expressionist painting with emotive color and energetic brushwork. Lighting: dramatic but painterly, emphasizing form and color. Mood: intense, emotional, raw. Key cues: expressionist painting, emotive color, exaggerated forms, energetic brushwork. Finish cues: strong contrast, painterly texture, raw emotion. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -462,7 +462,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cubist still life painting with geometric planes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: analytical, structured, modernist."
+          "suffix": "Style: cubist still life painting with geometric planes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: analytical, structured, modernist. Key cues: cubist still life, geometric planes, fragmented forms, muted palette. Finish cues: hard edges, abstracted shapes, structured composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -480,7 +480,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: surreal oil painting with dreamlike realism. Lighting: soft controlled light with subtle shadows. Mood: uncanny, calm, symbolic."
+          "suffix": "Style: surreal oil painting with dreamlike realism. Lighting: soft controlled light with subtle shadows. Mood: uncanny, calm, symbolic. Key cues: surreal oil painting, dreamlike realism, unexpected juxtapositions, soft haze. Finish cues: smooth gradients, quiet atmosphere, symbolic imagery. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -498,7 +498,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: abstract expressionist painting with gestural brushstrokes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: thick paint, visible strokes, energetic marks."
+          "suffix": "Style: abstract expressionist painting with gestural brushstrokes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: thick paint, visible strokes, energetic marks. Key cues: abstract expressionism, gestural brushstrokes, paint splatter, dynamic composition. Finish cues: thick paint, high energy, raw texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -516,7 +516,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: color field painting with large blocks of color. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: calm, meditative, minimal."
+          "suffix": "Style: color field painting with large blocks of color. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: calm, meditative, minimal. Key cues: color field painting, large color blocks, soft edges, minimal forms. Finish cues: smooth gradients, subtle texture, meditative mood. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -534,7 +534,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: geometric abstract painting with clean shapes and balanced composition. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: modern, designed, calm."
+          "suffix": "Style: geometric abstract painting with clean shapes and balanced composition. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: modern, designed, calm. Key cues: geometric abstraction, clean shapes, balanced composition, flat color planes. Finish cues: crisp edges, minimal texture, modern palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -552,7 +552,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: suprematist abstract composition with floating geometric forms. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: minimal, bold, abstract."
+          "suffix": "Style: suprematist abstract composition with floating geometric forms. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: minimal, bold, abstract. Key cues: suprematism, geometric forms, minimal palette, floating shapes. Finish cues: flat colors, strong negative space, bold composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -570,7 +570,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: De Stijl composition with primary colors and black grid lines. Lighting: flat graphic lighting with minimal shading. Mood: clean, rational, designed."
+          "suffix": "Style: De Stijl composition with primary colors and black grid lines. Lighting: flat graphic lighting with minimal shading. Mood: clean, rational, designed. Key cues: de stijl, primary colors, black lines, grid composition. Finish cues: flat color blocks, clean geometry, balanced layout. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -588,7 +588,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: op art optical illusion with high-contrast repeating geometry. Lighting: flat even lighting, emphasis on contrast and pattern. Mood: energetic, vibrating, graphic."
+          "suffix": "Style: op art optical illusion with high-contrast repeating geometry. Lighting: flat even lighting, emphasis on contrast and pattern. Mood: energetic, vibrating, graphic. Key cues: op art, optical illusion pattern, high contrast geometry, repeating lines. Finish cues: sharp edges, bold contrast, graphic rhythm. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -606,7 +606,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: hard-edge painting with crisp boundaries and flat color areas. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: clean, modern, precise."
+          "suffix": "Style: hard-edge painting with crisp boundaries and flat color areas. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: clean, modern, precise. Key cues: hard-edge painting, flat color areas, crisp boundaries, minimal texture. Finish cues: clean shapes, bold palette, precise edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -624,7 +624,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimalist painting with simple forms and strong negative space. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: calm, quiet, minimal."
+          "suffix": "Style: minimalist painting with simple forms and strong negative space. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: calm, quiet, minimal. Key cues: minimalist painting, simple forms, strong negative space, restrained palette. Finish cues: quiet composition, subtle texture, calm mood. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -642,7 +642,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neo-expressionist painting with bold brushwork and intense color. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: raw, energetic, contemporary."
+          "suffix": "Style: neo-expressionist painting with bold brushwork and intense color. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: raw, energetic, contemporary. Key cues: neo-expressionism, bold brushwork, raw texture, intense color. Finish cues: aggressive strokes, high contrast, emotive forms. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -660,7 +660,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: outsider art with raw naive forms and bold lines. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: raw, honest, handmade."
+          "suffix": "Style: outsider art with raw naive forms and bold lines. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: raw, honest, handmade. Key cues: outsider art, raw naive style, bold lines, textured paint. Finish cues: handmade imperfections, vivid color, childlike forms. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -678,7 +678,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: naive folk painting with simple forms and bright color. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: charming, playful, handmade."
+          "suffix": "Style: naive folk painting with simple forms and bright color. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: charming, playful, handmade. Key cues: naive folk art painting, flat perspective, bright colors, simple forms. Finish cues: hand-painted texture, decorative motifs, cheerful mood. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/36_mixed_media.json

@@ -2,71 +2,37 @@
   "version": 1,
   "styles": [
     {
-      "id": "mixed_paper_collage_mixed_media",
-      "name": "Paper Collage (Mixed Media)",
+      "id": "mixed_acrylic_sgraffito_ground",
+      "name": "Acrylic Sgraffito Ground",
       "category": "Mixed Media",
       "default": {
-        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, paper collage, torn paper edges, cutout shapes",
-        "suffix": "glue marks, paper grain, handmade feel, high detail, tactile texture, layered depth, cohesive composition"
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, acrylic sgraffito, scraped paint layers, revealed underpainting, layered acrylic ground",
+        "suffix": "incised grooves, color reveal, matte paint texture, layered scraping marks, high detail, tactile texture, paper grain, layered depth, cohesive composition"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mixed media paper collage with torn edges and layered shapes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: paper grain, glue marks, layered cutouts."
+          "suffix": "Style: mixed media acrylic surface worked with sgraffito scraping. Lighting: soft raking light that catches incised grooves and revealed color layers. Texture: matte acrylic, scraped channels, and exposed underpainting. Key cues: acrylic sgraffito, scraped paint layers, revealed underpainting, layered acrylic ground. Finish cues: incised grooves, color reveal, matte paint texture, layered scraping marks. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
-        "mixed_media"
+        "mixed_media",
+        "sgraffito",
+        "acrylic"
       ]
     },
     {
-      "id": "mixed_photomontage_collage",
-      "name": "Photomontage Collage",
+      "id": "mixed_assemblage_artwork",
+      "name": "Assemblage Artwork",
       "category": "Mixed Media",
       "default": {
-        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, photomontage, cutout photo fragments, layered collage, high contrast",
-        "suffix": "paper texture, rough edges, analog zine aesthetic, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, assemblage, found objects, mixed materials, handcrafted",
+        "suffix": "tactile texture, rough surfaces, layered depth, high detail, paper grain, cohesive composition"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: photomontage collage made from cutout photo fragments. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: bold, surreal, graphic."
-        }
-      },
-      "tags": [
-        "mixed_media"
-      ]
-    },
-    {
-      "id": "mixed_mixed_media_acrylic_ink",
-      "name": "Mixed Media Acrylic + Ink",
-      "category": "Mixed Media",
-      "default": {
-        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, mixed media, acrylic paint, ink linework, layered marks",
-        "suffix": "texture paste, splatter, handmade imperfections, high detail, tactile texture, paper grain, layered depth, cohesive composition"
-      },
-      "models": {
-        "flux_2_klein": {
-          "prefix": "",
-          "suffix": "Style: mixed media artwork combining acrylic paint and ink linework. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: layered paint, ink marks, tactile surface."
-        }
-      },
-      "tags": [
-        "mixed_media"
-      ]
-    },
-    {
-      "id": "mixed_gel_plate_monoprint",
-      "name": "Gel Plate Monoprint",
-      "category": "Mixed Media",
-      "default": {
-        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, gel plate monoprint, ink layers, brayer texture, printmaking",
-        "suffix": "paper grain, ink transfer artifacts, handmade print, high detail, tactile texture, layered depth, cohesive composition"
-      },
-      "models": {
-        "flux_2_klein": {
-          "prefix": "",
-          "suffix": "Style: gel plate monoprint with layered ink textures. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: ink transfer artifacts, paper grain, layered prints."
+          "suffix": "Style: assemblage artwork built from found objects and mixed materials. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: rough surfaces, layered depth, tactile materials. Key cues: assemblage, found objects, mixed materials, handcrafted. Finish cues: tactile texture, rough surfaces, layered depth. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -84,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: analog cyanotype print on paper. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: minimal, photographic, deep blue."
+          "suffix": "Style: analog cyanotype print on paper. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: minimal, photographic, deep blue. Key cues: cyanotype print, blue monochrome, sun print, paper texture. Finish cues: grain, chemical texture, vintage print. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -92,23 +58,317 @@
       ]
     },
     {
-      "id": "mixed_assemblage_artwork",
-      "name": "Assemblage Artwork",
+      "id": "mixed_decollage_poster_peel",
+      "name": "Decollage Poster Peel",
       "category": "Mixed Media",
       "default": {
-        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, assemblage, found objects, mixed materials, handcrafted",
-        "suffix": "tactile texture, rough surfaces, layered depth, high detail, paper grain, cohesive composition"
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, decollage poster peel, torn poster layers, weathered paste, exposed underlayers",
+        "suffix": "ragged tears, glue residue, paper strata, urban paper texture, high detail, tactile texture, paper grain, layered depth, cohesive composition"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: assemblage artwork built from found objects and mixed materials. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: rough surfaces, layered depth, tactile materials."
+          "suffix": "Style: mixed media decollage with peeled poster layers and exposed strata. Lighting: flat daylight that keeps the layered tears and residue readable. Texture: ragged tears, glue residue, and stacked paper history. Key cues: decollage poster peel, torn poster layers, weathered paste, exposed underlayers. Finish cues: ragged tears, glue residue, paper strata, urban paper texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "decollage",
+        "paper"
+      ]
+    },
+    {
+      "id": "mixed_encaustic_collage",
+      "name": "Encaustic Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, encaustic collage, translucent wax layers, embedded paper fragments, scraped surface",
+        "suffix": "wax bloom, subtle crackle, tactile depth, layered translucency, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media encaustic collage with embedded paper fragments. Lighting: soft gallery light with gentle falloff and mild surface sheen. Texture: translucent wax layers, scraped marks, and tactile depth. Key cues: encaustic collage, translucent wax layers, embedded paper fragments, scraped surface. Finish cues: wax bloom, subtle crackle, tactile depth, layered translucency. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "encaustic",
+        "collage"
+      ]
+    },
+    {
+      "id": "mixed_fabric_scrap_collage",
+      "name": "Fabric Scrap Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, fabric scrap collage, stitched textile fragments, raw edges, patchwork layering",
+        "suffix": "frayed fibers, cloth weave, stitched joins, soft tactile depth, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media collage assembled from layered textile scraps. Lighting: soft diffuse light revealing cloth weave and stitched joins. Texture: frayed fibers, raw edges, and patchwork depth. Key cues: fabric scrap collage, stitched textile fragments, raw edges, patchwork layering. Finish cues: frayed fibers, cloth weave, stitched joins, soft tactile depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "fabric",
+        "collage"
+      ]
+    },
+    {
+      "id": "mixed_foil_leaf_overlay",
+      "name": "Foil Leaf Overlay",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, foil leaf overlay, metal leaf fragments, mixed surface, hand-applied shimmer",
+        "suffix": "broken foil edges, micro-reflections, adhesive texture, layered contrast, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media surface with hand-applied foil leaf overlays. Lighting: controlled light that catches metallic fragments without blowing them out. Texture: broken foil edges, adhesive texture, and small reflective flashes. Key cues: foil leaf overlay, metal leaf fragments, mixed surface, hand-applied shimmer. Finish cues: broken foil edges, micro-reflections, adhesive texture, layered contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "foil",
+        "leaf"
+      ]
+    },
+    {
+      "id": "mixed_frottage_rubbing_study",
+      "name": "Frottage Rubbing Study",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, frottage rubbing, found-surface textures, graphite transfer, pressure marks",
+        "suffix": "rubbed grain, uneven density, paper drag marks, tactile impressions, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media frottage study built from rubbed surface textures. Lighting: soft raking light that reveals paper tooth and rubbing variation. Texture: transferred grain, pressure marks, and uneven graphite density. Key cues: frottage rubbing, found-surface textures, graphite transfer, pressure marks. Finish cues: rubbed grain, uneven density, paper drag marks, tactile impressions. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "frottage",
+        "rubbing"
+      ]
+    },
+    {
+      "id": "mixed_gel_medium_image_transfer",
+      "name": "Gel Medium Image Transfer",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, gel medium image transfer, lifted image layers, translucent medium, paper support",
+        "suffix": "soft edge lifting, adhesive sheen, surface irregularities, layered translucency, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media gel-medium transfer with lifted translucent image layers. Lighting: soft gallery light with enough angle to reveal transfer texture. Texture: adhesive sheen, edge lifting, and layered translucent film. Key cues: gel medium image transfer, lifted image layers, translucent medium, paper support. Finish cues: soft edge lifting, adhesive sheen, surface irregularities, layered translucency. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "transfer",
+        "acrylic"
+      ]
+    },
+    {
+      "id": "mixed_gel_plate_monoprint",
+      "name": "Gel Plate Monoprint",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, gel plate monoprint, ink layers, brayer texture, printmaking",
+        "suffix": "paper grain, ink transfer artifacts, handmade print, high detail, tactile texture, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: gel plate monoprint with layered ink textures. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: ink transfer artifacts, paper grain, layered prints. Key cues: gel plate monoprint, ink layers, brayer texture, printmaking. Finish cues: paper grain, ink transfer artifacts, handmade print. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
         "mixed_media"
       ]
     },
+    {
+      "id": "mixed_gesso_charcoal_board",
+      "name": "Gesso and Charcoal Board",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, gesso ground, charcoal marks, chalky board surface, erased highlights",
+        "suffix": "powdery smudge, toothy ground, lifted erasures, matte surface, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media board with gesso ground and charcoal drawing. Lighting: soft studio light revealing chalky tooth and erased highlights. Texture: powdery charcoal, matte gesso, and lifted erasure marks. Key cues: gesso ground, charcoal marks, chalky board surface, erased highlights. Finish cues: powdery smudge, toothy ground, lifted erasures, matte surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "gesso",
+        "charcoal"
+      ]
+    },
+    {
+      "id": "mixed_handmade_paper_pulp_relief",
+      "name": "Handmade Paper Pulp Relief",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, handmade paper pulp, cast relief, fibrous surface, pressed pulp forms",
+        "suffix": "deckled edges, fiber clumps, raised paper relief, soft shadow depth, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media handmade paper relief with cast pulp forms. Lighting: soft raking light to reveal paper relief and deckled edges. Texture: fibrous pulp, soft relief shadows, and visible paper formation. Key cues: handmade paper pulp, cast relief, fibrous surface, pressed pulp forms. Finish cues: deckled edges, fiber clumps, raised paper relief, soft shadow depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "paper",
+        "relief"
+      ]
+    },
+    {
+      "id": "mixed_mixed_media_acrylic_ink",
+      "name": "Mixed Media Acrylic + Ink",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, mixed media, acrylic paint, ink linework, layered marks",
+        "suffix": "texture paste, splatter, handmade imperfections, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media artwork combining acrylic paint and ink linework. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: layered paint, ink marks, tactile surface. Key cues: mixed media, acrylic paint, ink linework, layered marks. Finish cues: texture paste, splatter, handmade imperfections. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media"
+      ]
+    },
+    {
+      "id": "mixed_monoprint_collage",
+      "name": "Monoprint Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, monoprint collage, ink pull textures, layered cut paper, one-off print fragments",
+        "suffix": "brayer texture, ink ghosts, paper layering, soft registration drift, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media collage assembled from monoprint pulls and paper fragments. Lighting: soft gallery light keeping ink texture and layered edges visible. Texture: brayer marks, ink ghosts, and collage depth. Key cues: monoprint collage, ink pull textures, layered cut paper, one-off print fragments. Finish cues: brayer texture, ink ghosts, paper layering, soft registration drift. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "monoprint",
+        "collage"
+      ]
+    },
+    {
+      "id": "mixed_paper_collage_mixed_media",
+      "name": "Paper Collage (Mixed Media)",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, paper collage, torn paper edges, cutout shapes",
+        "suffix": "glue marks, paper grain, handmade feel, high detail, tactile texture, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media paper collage with torn edges and layered shapes. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: paper grain, glue marks, layered cutouts. Key cues: paper collage, torn paper edges, layered textures, cutout shapes. Finish cues: glue marks, paper grain, handmade feel. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media"
+      ]
+    },
+    {
+      "id": "mixed_photomontage_collage",
+      "name": "Photomontage Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, photomontage, cutout photo fragments, layered collage, high contrast",
+        "suffix": "paper texture, rough edges, analog zine aesthetic, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: photomontage collage made from cutout photo fragments. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Mood: bold, surreal, graphic. Key cues: photomontage, cutout photo fragments, layered collage, high contrast. Finish cues: paper texture, rough edges, analog zine aesthetic. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media"
+      ]
+    },
+    {
+      "id": "mixed_resin_sealed_collage",
+      "name": "Resin-Sealed Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, resin-sealed collage, encapsulated layers, embedded fragments, glossy surface",
+        "suffix": "glass-like sheen, suspended depth, trapped inclusions, smooth surface reflections, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media collage sealed under a glossy resin layer. Lighting: controlled light with smooth reflections and visible embedded depth. Texture: glass-like sheen, suspended fragments, and encapsulated layers. Key cues: resin-sealed collage, encapsulated layers, embedded fragments, glossy surface. Finish cues: glass-like sheen, suspended depth, trapped inclusions, smooth surface reflections. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "resin",
+        "collage"
+      ]
+    },
+    {
+      "id": "mixed_sand_pigment_ground",
+      "name": "Sand and Pigment Ground",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, sand and pigment ground, granular surface, earth pigments, rough substrate",
+        "suffix": "gritty relief, dry brush drag, mineral texture, matte layered surface, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media surface built from sanded ground and dry pigments. Lighting: raking light to reveal granular relief and dry brush drag. Texture: mineral grit, matte layering, and rough substrate variation. Key cues: sand and pigment ground, granular surface, earth pigments, rough substrate. Finish cues: gritty relief, dry brush drag, mineral texture, matte layered surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "sand",
+        "pigment"
+      ]
+    },
+    {
+      "id": "mixed_scratchboard_ink_wash",
+      "name": "Scratchboard Ink Wash",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, scratchboard, ink wash, scraped highlights, black ground",
+        "suffix": "incised lines, white reveal marks, ink pooling, high contrast surface, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: scratchboard mixed media with ink wash and scraped highlights. Lighting: controlled studio light emphasizing incised lines and contrast. Texture: sharp reveal marks, pooled ink, and a dense black ground. Key cues: scratchboard, ink wash, scraped highlights, black ground. Finish cues: incised lines, white reveal marks, ink pooling, high contrast surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "scratchboard",
+        "ink"
+      ]
+    },
     {
       "id": "mixed_textured_impasto_mixed_media",
       "name": "Textured Impasto Mixed Media",
@@ -120,12 +380,112 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: textured mixed media with thick impasto paint and palette knife marks. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: surface relief, paint ridges, tactile depth."
+          "suffix": "Style: textured mixed media with thick impasto paint and palette knife marks. Lighting: soft gallery spotlights with gentle falloff and controlled highlights. Texture: surface relief, paint ridges, tactile depth. Key cues: impasto texture, palette knife marks, thick paint, mixed media. Finish cues: surface relief, paint ridges, tactile depth. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
         "mixed_media"
       ]
+    },
+    {
+      "id": "mixed_thread_stitched_paper_collage",
+      "name": "Thread-Stitched Paper Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, thread-stitched paper collage, pierced paper, visible seams, layered cut paper",
+        "suffix": "thread relief, needle holes, paper grain, hand-sewn irregularity, high detail, tactile texture, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media paper collage held together with visible stitched seams. Lighting: soft raking light that reveals thread relief and pierced paper. Texture: needle holes, paper grain, and hand-sewn irregularity. Key cues: thread-stitched paper collage, pierced paper, visible seams, layered cut paper. Finish cues: thread relief, needle holes, paper grain, hand-sewn irregularity. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "thread",
+        "paper"
+      ]
+    },
+    {
+      "id": "mixed_tissue_paper_layering",
+      "name": "Tissue Paper Layering",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, tissue paper layering, translucent color veils, wrinkled paper films, stacked fragments",
+        "suffix": "soft wrinkles, color veiling, feathered overlap edges, lightweight translucency, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media layering built from translucent tissue fragments. Lighting: soft top light preserving the color veils and overlap shadows. Texture: tissue wrinkles, feathered edges, and lightweight translucency. Key cues: tissue paper layering, translucent color veils, wrinkled paper films, stacked fragments. Finish cues: soft wrinkles, color veiling, feathered overlap edges, lightweight translucency. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "tissue_paper",
+        "layered"
+      ]
+    },
+    {
+      "id": "mixed_vellum_overlay_assemblage",
+      "name": "Vellum Overlay Assemblage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, vellum overlays, translucent sheets, stacked drawing layers, soft veiling",
+        "suffix": "semi-transparent layers, paper curl, subtle overlap shadows, airy depth, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media assemblage built from translucent vellum overlays. Lighting: soft top light creating delicate overlap shadows between sheets. Texture: vellum curl, semi-transparent stacking, and layered veiling. Key cues: vellum overlays, translucent sheets, stacked drawing layers, soft veiling. Finish cues: semi-transparent layers, paper curl, subtle overlap shadows, airy depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "vellum",
+        "assemblage"
+      ]
+    },
+    {
+      "id": "mixed_wax_resist_layers",
+      "name": "Wax Resist Mixed Media",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, wax resist, layered inks, masked paper, drawn resist lines",
+        "suffix": "resist crackle, ink pooling, paper tooth, layered transparency, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media wax-resist artwork with masked lines and layered inks. Lighting: soft diffuse light that keeps paper texture and layered transparencies visible. Texture: resist crackle, pooled pigment, and masked edge variation. Key cues: wax resist, layered inks, masked paper, drawn resist lines. Finish cues: resist crackle, ink pooling, paper tooth, layered transparency. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "wax_resist",
+        "layered"
+      ]
+    },
+    {
+      "id": "mixed_xerox_transfer_collage",
+      "name": "Xerox Transfer Collage",
+      "category": "Mixed Media",
+      "default": {
+        "prefix": "mixed media artwork, layered textures, handcrafted marks, tactile surface, xerox transfer collage, toner transfer, distressed paper, layered copy fragments",
+        "suffix": "toner wear, uneven transfer, matte paper texture, zine-like edges, high detail, tactile texture, paper grain, layered depth, cohesive composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: mixed media collage built from toner-transfer copy fragments. Lighting: flat diffuse light that keeps paper layers readable. Texture: toner wear, distressed edges, and matte paper grain. Key cues: xerox transfer collage, toner transfer, distressed paper, layered copy fragments. Finish cues: toner wear, uneven transfer, matte paper texture, zine-like edges. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "mixed_media",
+        "transfer",
+        "photocopy"
+      ]
     }
   ]
 }

styles/packs/37_street_art.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: graffiti wildstyle lettering on an urban wall. Lighting: harsh streetlight with strong highlights and deep shadows. Texture: spray paint overspray, drips, wall grit."
+          "suffix": "Style: graffiti wildstyle lettering on an urban wall. Lighting: harsh streetlight with strong highlights and deep shadows. Texture: spray paint overspray, drips, wall grit. Key cues: graffiti, wildstyle lettering, spray paint, urban wall. Finish cues: paint drips, overspray, high contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -30,7 +30,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stencil street art sprayed on a textured wall. Lighting: streetlight with strong contrast. Texture: wall grit, paint bleed, sharp stencil edges."
+          "suffix": "Style: stencil street art sprayed on a textured wall. Lighting: streetlight with strong contrast. Texture: wall grit, paint bleed, sharp stencil edges. Key cues: stencil street art, spray paint, sharp cutout shapes, wall texture. Finish cues: paint bleed, rough edges, high contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -48,7 +48,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: large spray paint mural with bold color and clean shapes. Lighting: daylight or streetlight depending on scene, crisp contrast. Texture: subtle overspray and wall grain."
+          "suffix": "Style: large spray paint mural with bold color and clean shapes. Lighting: daylight or streetlight depending on scene, crisp contrast. Texture: subtle overspray and wall grain. Key cues: spray paint mural, bold color, large shapes, urban wall. Finish cues: overspray, wall texture, vibrant palette. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -66,7 +66,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wheatpaste posters layered on a city wall. Lighting: overcast daylight for clear texture. Texture: torn paper, wrinkles, glue stains, wall grit."
+          "suffix": "Style: wheatpaste posters layered on a city wall. Lighting: overcast daylight for clear texture. Texture: torn paper, wrinkles, glue stains, wall grit. Key cues: wheatpaste poster wall, layered posters, torn paper, street texture. Finish cues: paper wrinkles, glue stains, gritty wall. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -84,7 +84,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sticker slap wall covered in layered decals. Lighting: overcast daylight with even illumination. Texture: scratches, torn stickers, adhesive residue."
+          "suffix": "Style: sticker slap wall covered in layered decals. Lighting: overcast daylight with even illumination. Texture: scratches, torn stickers, adhesive residue. Key cues: sticker slap wall, sticker collage, layered decals, urban grit. Finish cues: scratches, torn stickers, street texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/39_internet_aesthetics.json

@@ -66,7 +66,7 @@
       "name": "Backrooms (Mono-Yellow)",
       "category": "Aesthetics/Liminal",
       "default": {
-        "prefix": "internet aesthetic, backrooms, mono-yellow office maze, yellow wallpaper, stained carpet, buzzing fluorescent lights, empty rooms, endless corridors, wide angle lens",
+        "prefix": "internet aesthetic, backrooms, mono-yellow office maze, yellow wallpaper, stained carpet, buzzing fluorescent lights, empty rooms, endless corridors, wide field of view",
         "suffix": "sickly yellow color cast, flat lighting, subtle noise, oppressive emptiness, unsettling mood"
       },
       "models": {
@@ -166,13 +166,13 @@
       "name": "Found Footage (Handheld Tape)",
       "category": "Aesthetics/Horror",
       "default": {
-        "prefix": "found footage, handheld camera, shaky framing, documentary realism, practical lighting, on-camera flash, grainy low light, VHS artifacts",
+        "prefix": "found footage, handheld framing, shaky framing, documentary realism, practical lighting, direct on-axis flash, grainy low light, VHS artifacts",
         "suffix": "motion blur, focus hunting, tape dropout, gritty texture, tense realism, degraded contrast"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: handheld found-footage tape with documentary realism. Lighting: practical, imperfect, sometimes from on-camera flash. Mood: tense, immediate, believable. Texture: motion blur, focus hunting, tape dropouts, grainy low light."
+          "suffix": "Style: handheld found-footage tape with documentary realism. Lighting: practical, imperfect, sometimes from direct on-axis flash. Mood: tense, immediate, believable. Texture: motion blur, focus hunting, tape dropouts, grainy low light."
         }
       },
       "tags": [

styles/packs/40_graphic_design.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: risograph print, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: risograph print, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: risograph print, misregistration, paper texture, limited inks. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -31,7 +31,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: screen print poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: screen print poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: screen print, bold shapes, ink texture, poster design. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: halftone comic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: halftone comic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: halftone dots, comic print texture, high contrast. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -69,7 +69,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: duotone poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: duotone poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: duotone, bold contrast, graphic poster. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: swiss design, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: swiss design, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: international typographic style, grid layout, minimal poster. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: bauhaus, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: bauhaus, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: bauhaus design, geometric shapes, primary colors. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -126,7 +126,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: constructivist poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: constructivist poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: constructivist poster, bold diagonals, limited palette. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: art deco, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: art deco, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: art deco poster, ornamental geometry, luxury vibe. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: pop art, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: pop art, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: pop art, bold outlines, saturated colors. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: psychedelic poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: psychedelic poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: psychedelic poster, wavy typography, vibrant gradients. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage travel poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: vintage travel poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: vintage travel poster, flat illustration, retro palette. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: brutalist graphic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: brutalist graphic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: brutalist graphic design, raw typography, high contrast layout. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -240,7 +240,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: memphis pattern, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: memphis pattern, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: memphis design, playful shapes, bold colors, pattern. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: y2k graphic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: y2k graphic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: y2k design, chrome gradients, tech vibes, glossy. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -278,7 +278,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vaporwave poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: vaporwave poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: vaporwave aesthetic, neon gradients, retro futurism. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -297,7 +297,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: grunge flyer, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: grunge flyer, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: grunge design, rough texture, photocopy noise. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -316,7 +316,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: newspaper collage, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: newspaper collage, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: newspaper collage, cutout typography, paper texture. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -335,7 +335,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimal poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: minimal poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: minimal poster, simple shapes, strong negative space. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -354,7 +354,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: geometric pattern, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: geometric pattern, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: geometric pattern, repeating shapes, clean layout. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -373,7 +373,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: retro pixel ui, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: retro pixel ui, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: retro pixel ui, 8-bit interface, limited palette. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -392,7 +392,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sticker bomb, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: sticker bomb, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: sticker bomb, busy collage, bold outlines. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -411,7 +411,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: isometric infographic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: isometric infographic, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: isometric infographic, icons, clean labels. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -430,7 +430,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: editorial layout, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: editorial layout, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: editorial layout, clean typography, grid composition. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -449,7 +449,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: monochrome typography, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: monochrome typography, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: monochrome typography, bold type, high contrast. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -468,7 +468,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: holographic chrome, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: holographic chrome, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: holographic chrome, iridescent gradient, glossy. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -487,7 +487,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: liquid gradient, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: liquid gradient, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: liquid gradient, smooth color blends, modern poster. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -506,7 +506,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sticker sheet, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: sticker sheet, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: sticker sheet, die-cut outlines, playful icons. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -525,7 +525,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: packaging label, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: packaging label, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: packaging label design, clean hierarchy, print-ready. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -544,7 +544,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: blueprint poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like."
+          "suffix": "Style: blueprint poster, graphic print aesthetic. Lighting: flat even light, minimal shading. Mood: bold, designed, poster-like. Key cues: blueprint poster, technical lines, clean labels. Finish cues: clean edges, intentional composition. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/42_decorative_arts_material_processes.json

@@ -0,0 +1,325 @@
+{
+  "version": 1,
+  "styles": [
+    {
+      "id": "decor_copper_foil_stained_glass",
+      "name": "Copper Foil Stained Glass",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, copper foil stained glass, soldered seams, colored glass pieces, translucent mosaic",
+        "suffix": "backlit glow, solder line detail, glass texture, jewel-toned translucency, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: copper-foil stained glass with soldered seams and translucent color. Lighting: backlit illumination creating jewel-like glow through the glass. Texture: solder line detail, subtle rippled glass, and luminous color panels. Key cues: copper foil stained glass, soldered seams, colored glass pieces, translucent mosaic. Finish cues: backlit glow, solder line detail, glass texture, jewel-toned translucency. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "glass",
+        "foil"
+      ]
+    },
+    {
+      "id": "decor_pate_de_verre_glass",
+      "name": "Pate de Verre Glass",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, pate de verre glass, granular cast glass, soft translucency, powdered glass color",
+        "suffix": "frosted surface, subtle translucence, cast texture, powder-soft color, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: pate de verre glass with softly cast translucent color. Lighting: soft transmitted light with gentle highlights on frosted surfaces. Texture: granular cast glass, matte translucency, and powder-soft color depth. Key cues: pate de verre glass, granular cast glass, soft translucency, powdered glass color. Finish cues: frosted surface, subtle translucence, cast texture, powder-soft color. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "glass",
+        "cast"
+      ]
+    },
+    {
+      "id": "decor_slumped_kiln_formed_glass",
+      "name": "Slumped Kiln-Formed Glass",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, slumped kiln-formed glass, flowed glass contours, heat-shaped form, smooth translucent surface",
+        "suffix": "soft edge rounding, subtle thickness variation, glass sheen, formed contour shadows, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: kiln-formed slumped glass with heat-shaped contours. Lighting: controlled studio light emphasizing contour thickness and translucency. Texture: smooth glass sheen, softened edges, and gentle thickness variation. Key cues: slumped kiln-formed glass, flowed glass contours, heat-shaped form, smooth translucent surface. Finish cues: soft edge rounding, subtle thickness variation, glass sheen, formed contour shadows. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "glass",
+        "kiln_formed"
+      ]
+    },
+    {
+      "id": "decor_raku_crackle_ceramic",
+      "name": "Raku Crackle Ceramic",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, raku ceramic, crackle glaze, smoke-fired surface, irregular luster",
+        "suffix": "black crack lines, smoky glaze variation, porous clay texture, unpredictable firing marks, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: raku-fired ceramic with crackled glaze and smoky variation. Lighting: soft studio light revealing crackle networks and firing irregularities. Texture: black crack lines, porous clay, and unpredictable glaze shifts. Key cues: raku ceramic, crackle glaze, smoke-fired surface, irregular luster. Finish cues: black crack lines, smoky glaze variation, porous clay texture, unpredictable firing marks. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "raku"
+      ]
+    },
+    {
+      "id": "decor_pit_fired_ceramic",
+      "name": "Pit-Fired Ceramic",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, pit-fired ceramic, fire clouds, smoke marks, unglazed clay surface",
+        "suffix": "burnished sheen, smoke staining, earthy mineral variation, handmade surface, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: pit-fired ceramic with smoke clouds and earthy firing marks. Lighting: warm studio light showing burnished highlights and smoke variation. Texture: unglazed clay, mineral staining, and atmospheric fire marking. Key cues: pit-fired ceramic, fire clouds, smoke marks, unglazed clay surface. Finish cues: burnished sheen, smoke staining, earthy mineral variation, handmade surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "pit_fired"
+      ]
+    },
+    {
+      "id": "decor_celadon_glaze_stoneware",
+      "name": "Celadon Glaze Stoneware",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, celadon glaze, pale green stoneware, pooled glaze, refined ceramic surface",
+        "suffix": "glaze pooling, cool translucence, soft crackle, subtle sheen, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: celadon-glazed stoneware with cool translucent pooling. Lighting: soft controlled light preserving glaze depth and subtle crackle. Texture: pooled glaze, pale green translucence, and refined ceramic sheen. Key cues: celadon glaze, pale green stoneware, pooled glaze, refined ceramic surface. Finish cues: glaze pooling, cool translucence, soft crackle, subtle sheen. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "celadon"
+      ]
+    },
+    {
+      "id": "decor_crystalline_glaze_porcelain",
+      "name": "Crystalline Glaze Porcelain",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, crystalline glaze porcelain, starburst crystal blooms, glossy fired surface, porcelain body",
+        "suffix": "crystal clusters, gloss reflections, glaze depth, smooth porcelain surface, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: crystalline-glazed porcelain with visible starburst crystal blooms. Lighting: controlled highlights emphasizing glossy glaze and crystal structure. Texture: smooth porcelain, glossy depth, and flower-like crystal growth. Key cues: crystalline glaze porcelain, starburst crystal blooms, glossy fired surface, porcelain body. Finish cues: crystal clusters, gloss reflections, glaze depth, smooth porcelain surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "crystalline_glaze"
+      ]
+    },
+    {
+      "id": "decor_mishima_inlay_pottery",
+      "name": "Mishima Inlay Pottery",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, mishima inlay pottery, incised lines, contrasting slip inlay, refined ceramic pattern",
+        "suffix": "filled linework, matte glaze, fine carving detail, quiet surface contrast, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: Mishima pottery with incised patterns filled by contrasting slip. Lighting: soft studio light revealing carved linework and matte ceramic surface. Texture: filled incisions, quiet glaze, and fine carved detail. Key cues: mishima inlay pottery, incised lines, contrasting slip inlay, refined ceramic pattern. Finish cues: filled linework, matte glaze, fine carving detail, quiet surface contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "inlay"
+      ]
+    },
+    {
+      "id": "decor_sgraffito_pottery",
+      "name": "Sgraffito Pottery",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, sgraffito pottery, scratched slip decoration, revealed clay body, layered ceramic surface",
+        "suffix": "incised motifs, matte slip texture, fine carving marks, earthy fired surface, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: sgraffito-decorated pottery with scratched slip and revealed clay. Lighting: soft angled light that catches carved ceramic marks. Texture: matte slip, incised motifs, and an earthy fired surface. Key cues: sgraffito pottery, scratched slip decoration, revealed clay body, layered ceramic surface. Finish cues: incised motifs, matte slip texture, fine carving marks, earthy fired surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "ceramic",
+        "sgraffito"
+      ]
+    },
+    {
+      "id": "decor_hammered_copper_patina",
+      "name": "Hammered Copper Patina",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, hammered copper, hand-raised metal surface, aged patina, warm metallic tones",
+        "suffix": "hammer marks, oxidized color shifts, soft metallic sheen, worked metal relief, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: hammered copper decorative metalwork with aged patina. Lighting: warm studio light emphasizing hammered relief and patinated color shifts. Texture: hand-raised dimples, oxidized surface, and soft metallic sheen. Key cues: hammered copper, hand-raised metal surface, aged patina, warm metallic tones. Finish cues: hammer marks, oxidized color shifts, soft metallic sheen, worked metal relief. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "metal",
+        "patina"
+      ]
+    },
+    {
+      "id": "decor_repousse_metalwork",
+      "name": "Repousse Metalwork",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, repousse metalwork, raised relief ornament, chased detailing, worked sheet metal",
+        "suffix": "relief contours, fine chased lines, aged metallic finish, ornamental depth, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: repousse metalwork with raised relief and chased detail. Lighting: directional studio light to reveal relief contours and fine tooling. Texture: raised ornament, chased lines, and aged metallic finish. Key cues: repousse metalwork, raised relief ornament, chased detailing, worked sheet metal. Finish cues: relief contours, fine chased lines, aged metallic finish, ornamental depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "metal",
+        "repousse"
+      ]
+    },
+    {
+      "id": "decor_guilloche_enamel",
+      "name": "Guilloche Enamel",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, guilloche enamel, engine-turned pattern, translucent enamel layer, radiating metal geometry",
+        "suffix": "subsurface pattern shimmer, gloss enamel finish, precise engraved rhythm, luxury surface, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: guilloche enamel over engine-turned metal patterning. Lighting: controlled highlights that reveal the pattern beneath translucent enamel. Texture: glossy enamel depth, precise engraved rhythm, and subsurface shimmer. Key cues: guilloche enamel, engine-turned pattern, translucent enamel layer, radiating metal geometry. Finish cues: subsurface pattern shimmer, gloss enamel finish, precise engraved rhythm, luxury surface. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "enamel",
+        "guilloche"
+      ]
+    },
+    {
+      "id": "decor_acid_etched_glass",
+      "name": "Acid-Etched Glass",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, acid-etched glass, frosted transparency, matte glass surface, ornamental etching",
+        "suffix": "soft diffusion, satin glass finish, etched motif edges, subtle translucence, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: acid-etched glass with frosted translucency and engraved motifs. Lighting: soft transmitted light with minimal glare to preserve the satin finish. Texture: matte frosted glass, subtle translucence, and etched boundaries. Key cues: acid-etched glass, frosted transparency, matte glass surface, ornamental etching. Finish cues: soft diffusion, satin glass finish, etched motif edges, subtle translucence. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "glass",
+        "etched"
+      ]
+    },
+    {
+      "id": "decor_cut_crystal_faceting",
+      "name": "Cut Crystal Faceting",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, cut crystal, faceted glass, prismatic refraction, precision cutting",
+        "suffix": "sharp facets, caustic sparkle, high clarity, polished reflections, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: cut crystal decorative glass with sharp faceting and prismatic sparkle. Lighting: crisp controlled highlights and small caustics across polished facets. Texture: sharp facet edges, high clarity, and jewel-like reflections. Key cues: cut crystal, faceted glass, prismatic refraction, precision cutting. Finish cues: sharp facets, caustic sparkle, high clarity, polished reflections. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "glass",
+        "crystal"
+      ]
+    },
+    {
+      "id": "decor_lost_wax_cast_bronze",
+      "name": "Lost-Wax Cast Bronze",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, lost-wax cast bronze, cast metal surface, hand-finished patina, sculptural metalwork",
+        "suffix": "cast texture, warm bronze highlights, subtle tooling marks, aged patina depth, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: lost-wax cast bronze with hand-finished patina. Lighting: warm directional light showing cast surface, tooling, and metallic depth. Texture: cast grain, hand-finished marks, and aged bronze patina. Key cues: lost-wax cast bronze, cast metal surface, hand-finished patina, sculptural metalwork. Finish cues: cast texture, warm bronze highlights, subtle tooling marks, aged patina depth. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "bronze",
+        "cast"
+      ]
+    },
+    {
+      "id": "decor_pietra_dura_inlay",
+      "name": "Pietra Dura Stone Inlay",
+      "category": "Decorative Arts",
+      "default": {
+        "prefix": "decorative arts, handcrafted, artisan-made, museum-quality, pietra dura inlay, polished stone mosaic, hardstone floral inlay, precise stone fitting",
+        "suffix": "polished stone sheen, crisp inlay seams, rich mineral color, luxury surface detail, tactile surface, premium craftsmanship, controlled studio lighting, clean composition"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: pietra dura hardstone inlay with tightly fitted polished stone pieces. Lighting: soft controlled light revealing polished mineral surfaces and seam precision. Texture: crisp stone joins, polished sheen, and rich mineral color variation. Key cues: pietra dura inlay, polished stone mosaic, hardstone floral inlay, precise stone fitting. Finish cues: polished stone sheen, crisp inlay seams, rich mineral color, luxury surface detail. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "decorative_arts",
+        "stone",
+        "inlay"
+      ]
+    }
+  ]
+}

styles/packs/43_digital_craft.json

@@ -0,0 +1,245 @@
+{
+  "version": 1,
+  "styles": [
+    {
+      "id": "tech_exploded_cutaway_diagram",
+      "name": "Exploded Cutaway Diagram",
+      "category": "Technical",
+      "default": {
+        "prefix": "technical illustration, clean lines, precise geometry, exploded cutaway view, separated components, sectional clarity",
+        "suffix": "clean line hierarchy, crisp geometry, sectional detail, flat rendering, high legibility"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: technical cutaway illustration with separated components and crisp geometry. Lighting: flat even rendering with no dramatic shading. Composition: clear separations, sectional clarity, and measured structure. Key cues: exploded cutaway view, separated components, technical linework, precise geometry. Finish cues: clean line hierarchy, crisp geometry, sectional detail, flat rendering. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "technical",
+        "cutaway",
+        "diagram"
+      ]
+    },
+    {
+      "id": "tech_orthographic_projection_plate",
+      "name": "Orthographic Projection Plate",
+      "category": "Technical",
+      "default": {
+        "prefix": "technical line illustration, orthographic views, aligned geometry, drafting clarity, multiview structure",
+        "suffix": "clean projection lines, measured spacing, flat rendering, crisp technical linework, restrained contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: orthographic technical illustration with aligned multiview geometry. Lighting: flat drafting presentation with minimal tonal variation. Composition: measured spacing, crisp geometry, and projection clarity. Key cues: orthographic views, aligned geometry, drafting clarity, multiview structure. Finish cues: clean projection lines, measured spacing, flat rendering, crisp technical linework. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "technical",
+        "orthographic",
+        "blueprint"
+      ]
+    },
+    {
+      "id": "tech_patent_plate_diagram",
+      "name": "Patent Plate Diagram",
+      "category": "Technical",
+      "default": {
+        "prefix": "technical engraving style, fine drafting lines, archival patent aesthetic, precise mechanical illustration, paper grain",
+        "suffix": "fine linework, etched line texture, paper grain, restrained contrast, crisp technical detail"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: archival patent-style technical illustration with fine drafting lines and paper grain. Lighting: flat document light that keeps linework readable. Texture: etched line detail, paper grain, and restrained contrast. Key cues: technical engraving style, archival patent aesthetic, precise mechanical illustration, fine drafting lines. Finish cues: fine linework, etched line texture, paper grain, restrained contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "technical",
+        "patent",
+        "diagram"
+      ]
+    },
+    {
+      "id": "tech_section_elevation_drawing",
+      "name": "Section and Elevation Drawing",
+      "category": "Technical",
+      "default": {
+        "prefix": "technical architectural drawing, section cut hatching, elevation linework, measured geometry, clean drafting",
+        "suffix": "hatching clarity, precise line weights, crisp geometry, flat rendering, restrained document contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: architectural technical drawing with section hatching and elevation linework. Lighting: flat presentation emphasizing geometry and line-weight hierarchy. Composition: measured structure, clean hatch patterns, and crisp drafting. Key cues: section cut hatching, elevation linework, measured geometry, clean drafting. Finish cues: hatching clarity, precise line weights, crisp geometry, flat rendering. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "technical",
+        "section",
+        "elevation"
+      ]
+    },
+    {
+      "id": "vec_gradient_mesh_illustration",
+      "name": "Gradient Mesh Illustration",
+      "category": "Vector",
+      "default": {
+        "prefix": "vector illustration, flat colors, clean shapes, crisp edges, smooth curves, gradient mesh vector, smooth tonal blends, scalable curves, clean vector shapes",
+        "suffix": "smooth color transitions, crisp bezier edges, clean layout, polished vector finish, consistent stroke weight, crisp edges, smooth curves"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: vector illustration built from gradient-mesh color transitions. Lighting: graphic flat-light treatment with emphasis on controlled tonal blending. Texture: none; clean scalable curves and polished vector edges. Key cues: gradient mesh vector, smooth tonal blends, scalable curves, clean vector shapes. Finish cues: smooth color transitions, crisp bezier edges, clean layout, polished vector finish. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "vector",
+        "gradient_mesh",
+        "illustration"
+      ]
+    },
+    {
+      "id": "vec_monoline_icon_system",
+      "name": "Monoline Icon System",
+      "category": "Vector",
+      "default": {
+        "prefix": "vector illustration, clean shapes, monoline forms, uniform stroke weight, modular geometry, flat graphic style",
+        "suffix": "consistent line weight, crisp curves, balanced spacing, polished vector edges, clean flat finish"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: monoline vector illustration with modular geometry and uniform stroke weight. Lighting: flat graphic treatment with no material shading. Composition: balanced spacing, crisp curves, and scalable clarity. Key cues: monoline forms, uniform stroke weight, modular geometry, flat graphic style. Finish cues: consistent line weight, crisp curves, balanced spacing, polished vector edges. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "vector",
+        "icon",
+        "monoline"
+      ]
+    },
+    {
+      "id": "vec_wayfinding_graphic_system",
+      "name": "Wayfinding Graphic System",
+      "category": "Vector",
+      "default": {
+        "prefix": "vector illustration, bold graphic symbols, flat colors, clean geometry, strong directional shapes, transit-graphic aesthetic",
+        "suffix": "high contrast clarity, clean alignment, modular spacing, crisp vector edges, polished flat finish"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: bold vector graphics with strong directional shapes and flat-color clarity. Lighting: flat design presentation with emphasis on readability. Composition: modular spacing, crisp geometry, and strong symbol silhouettes. Key cues: bold graphic symbols, clean geometry, strong directional shapes, transit-graphic aesthetic. Finish cues: high contrast clarity, clean alignment, modular spacing, crisp vector edges. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "vector",
+        "wayfinding",
+        "infographic"
+      ]
+    },
+    {
+      "id": "vec_flat_isometric_explainer",
+      "name": "Flat Isometric Explainer",
+      "category": "Vector",
+      "default": {
+        "prefix": "vector illustration, flat isometric geometry, clean planes, simplified depth, crisp graphic shapes",
+        "suffix": "crisp isometric edges, controlled flat shadows, clean geometry, polished vector finish, restrained contrast"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: flat isometric vector illustration with clean geometric depth. Lighting: minimal graphic shading with controlled flat shadows. Composition: tidy geometry, crisp edges, and scalable forms. Key cues: flat isometric geometry, clean planes, simplified depth, crisp graphic shapes. Finish cues: crisp isometric edges, controlled flat shadows, clean geometry, polished vector finish. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "vector",
+        "isometric",
+        "diagram"
+      ]
+    },
+    {
+      "id": "pix_one_bit_dithered_pixel",
+      "name": "One-Bit Dithered Pixel",
+      "category": "Pixel Art",
+      "default": {
+        "prefix": "pixel art, 16-bit, limited palette, pixel-perfect, one-bit pixel art, black and white dithering, high contrast sprite look, coarse pixel grid",
+        "suffix": "checker dither, crisp pixels, readable silhouette, hard-edged contrast, dithered shading, sprite-like clarity"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: one-bit pixel art using black and white dithering only. Lighting: implied through dither pattern rather than gradients. Texture: coarse pixel grid, checker dithers, and hard-edged contrast. Key cues: one-bit pixel art, black and white dithering, high contrast sprite look, coarse pixel grid. Finish cues: checker dither, crisp pixels, readable silhouette, hard-edged contrast. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "pixel_art",
+        "one_bit",
+        "dither"
+      ]
+    },
+    {
+      "id": "pix_four_color_handheld_pixel",
+      "name": "Four-Color Handheld Pixel",
+      "category": "Pixel Art",
+      "default": {
+        "prefix": "pixel art, 16-bit, limited palette, pixel-perfect, four-color handheld pixel art, tiny tile shading, portable-screen look",
+        "suffix": "restricted tones, crisp pixels, readable forms, small-scale tile texture, dithered shading, readable silhouette, sprite-like clarity"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: limited-palette handheld pixel art with only four tonal values. Lighting: implied with tiny tile shading and palette restriction. Texture: small pixel grid, restrained tones, and compact sprite readability. Key cues: four-color handheld pixel art, limited palette, tiny tile shading, portable-screen look. Finish cues: restricted tones, crisp pixels, readable forms, small-scale tile texture. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "pixel_art",
+        "handheld",
+        "limited_palette"
+      ]
+    },
+    {
+      "id": "pix_isometric_sprite_sheet",
+      "name": "Isometric Sprite Sheet",
+      "category": "Pixel Art",
+      "default": {
+        "prefix": "pixel art, 16-bit, limited palette, pixel-perfect, isometric sprite sheet, tile-based game art, modular sprites, pixel grid alignment",
+        "suffix": "crisp pixels, modular repetition, readable silhouette, dithered shading, sprite-like clarity"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: isometric sprite-sheet pixel art built from modular game tiles. Lighting: compact pixel shading supporting isometric form readability. Texture: crisp grid alignment, modular repetition, and dithered shading. Key cues: isometric sprite sheet, tile-based game art, modular sprites, pixel grid alignment. Finish cues: crisp pixels, modular repetition, readable silhouette, dithered shading. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "pixel_art",
+        "sprite_sheet",
+        "isometric"
+      ]
+    },
+    {
+      "id": "pix_tilemap_interface",
+      "name": "Tilemap Interface",
+      "category": "Pixel Art",
+      "default": {
+        "prefix": "pixel art, limited palette, crisp pixel grid, retro game overlay aesthetic, chunky interface framing, modular tiles",
+        "suffix": "sharp pixels, clean tile seams, limited tones, compact shading, readable silhouette, sprite clarity"
+      },
+      "models": {
+        "flux_2_klein": {
+          "prefix": "",
+          "suffix": "Style: retro pixel-art overlay with chunky framing and modular tile structure. Lighting: flat pixel shading with palette-limited contrast. Texture: crisp grid alignment, clean tile seams, and sharp pixels. Key cues: retro game overlay aesthetic, chunky interface framing, modular tiles, crisp pixel grid. Finish cues: sharp pixels, clean tile seams, limited tones, compact shading. Instruction: preserve the user prompt subject and add only stylistic cues."
+        }
+      },
+      "tags": [
+        "pixel_art",
+        "tilemap",
+        "interface"
+      ]
+    }
+  ]
+}

styles/packs/50_3d_cg.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: photoreal 3d render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: photoreal 3d render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: photorealistic 3d render, physically based materials, global illumination. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -31,7 +31,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stylized 3d toon, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: stylized 3d toon, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: stylized 3d, toon shading, soft gradients. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: clay render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: clay render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: clay render, matte material, soft studio lighting. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -69,7 +69,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wireframe overlay, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: wireframe overlay, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: wireframe overlay, technical render, clean topology. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: low poly, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: low poly, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: low poly 3d, faceted geometry, flat shading. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: isometric 3d room, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: isometric 3d room, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: isometric 3d room, miniature diorama, clean lighting. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -126,7 +126,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: subsurface skin render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: subsurface skin render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: 3d render, subsurface scattering, realistic skin shader. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: hard surface sci-fi, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: hard surface sci-fi, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: hard surface 3d, sci-fi details, panel lines, clean bevels. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: miniature diorama, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: miniature diorama, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: miniature diorama, tiny details, tilt-shift feel. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stop motion look, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: stop motion look, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: stop motion aesthetic, handmade texture, slight imperfections. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: plastic toy render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: plastic toy render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: toy photography look, plastic materials, clean highlights. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: glass and caustics, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: glass and caustics, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: glass render, caustics, refractive highlights. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -240,7 +240,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: subtle stylized pbr, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: subtle stylized pbr, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: stylized pbr, clean shapes, soft materials. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cad product render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: cad product render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: cad render, clean surfaces, studio reflections. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -278,7 +278,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neon cyber render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: neon cyber render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: 3d render, neon emissive, wet reflections, fog. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -297,7 +297,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stylized miniature set, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: stylized miniature set, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: miniature set, tiny props, diorama lighting. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -316,7 +316,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: paper craft 3d, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: paper craft 3d, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: paper craft, folded paper, layered cutouts. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -335,7 +335,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wax subsurface render, clean 3D render. Lighting: studio strobe with a large softbox, clean specular highlights. Materials: physically based, realistic roughness and specular response."
+          "suffix": "Style: wax subsurface render, clean 3D render. Lighting: large diffused key light with clean specular highlights. Materials: physically based, realistic roughness and specular response. Key cues: subsurface scattering, wax material, soft translucency. Finish cues: high detail, clean render, sharp edges. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/60_architecture_interior.json

@@ -6,13 +6,13 @@
       "name": "Minimalist Interior",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, minimalist interior, clean lines, neutral palette, natural light",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, minimalist interior, clean lines, neutral palette, natural light",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimalist interior, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: minimalist interior, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: minimalist interior, clean lines, neutral palette, natural light. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -25,13 +25,13 @@
       "name": "Scandinavian Interior",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, scandinavian interior, light wood, cozy minimalism",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, scandinavian interior, light wood, cozy minimalism",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: scandinavian interior, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: scandinavian interior, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: scandinavian interior, light wood, cozy minimalism. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -44,13 +44,13 @@
       "name": "Brutalist Architecture",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, brutalist architecture, raw concrete, monolithic forms",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, brutalist architecture, raw concrete, monolithic forms",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: brutalist architecture, realistic architectural photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: brutalist architecture, realistic architectural photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Composition: clean verticals, strong geometry, intentional lines. Key cues: brutalist architecture, raw concrete, monolithic forms. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -63,13 +63,13 @@
       "name": "Art Deco Lobby",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, art deco interior, geometric ornament, luxury materials",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, art deco interior, geometric ornament, luxury materials",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: art deco lobby, realistic architectural photograph. Lighting: warm art deco sconces and soft ambient glow. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: art deco lobby, realistic architectural photograph. Lighting: warm art deco sconces and soft ambient glow. Composition: clean verticals, strong geometry, intentional lines. Key cues: art deco interior, geometric ornament, luxury materials. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -82,13 +82,13 @@
       "name": "Modern Glass Tower",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, modern architecture, glass facade",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, modern architecture, glass facade",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: modern glass tower, realistic architectural photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: modern glass tower, realistic architectural photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Composition: clean verticals, strong geometry, intentional lines. Key cues: modern architecture, glass facade, clean geometry. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -101,13 +101,13 @@
       "name": "Cozy Cabin Interior",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, rustic cabin interior, wood textures, warm practical lights",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, rustic cabin interior, wood textures, warm practical lights",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cozy cabin interior, realistic architectural photograph. Lighting: warm fireplace glow mixed with soft lamp light. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: cozy cabin interior, realistic architectural photograph. Lighting: warm fireplace glow mixed with soft lamp light. Composition: clean verticals, strong geometry, intentional lines. Key cues: rustic cabin interior, wood textures, warm practical lights. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -120,13 +120,13 @@
       "name": "Industrial Loft",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, industrial loft, exposed brick, steel beams, large windows",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, industrial loft, exposed brick, steel beams, large windows",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: industrial loft, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: industrial loft, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: industrial loft, exposed brick, steel beams, large windows. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -139,13 +139,13 @@
       "name": "Mid-Century Modern",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, mid-century modern interior, clean lines, warm wood, retro furniture",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, mid-century modern interior, clean lines, warm wood, retro furniture",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mid-century modern, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: mid-century modern, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: mid-century modern interior, clean lines, warm wood, retro furniture. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -158,13 +158,13 @@
       "name": "Japanese Wabi-Sabi",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, wabi-sabi interior, natural materials, imperfection, calm minimalism",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, wabi-sabi interior, natural materials, imperfection, calm minimalism",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: japanese wabi-sabi, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: japanese wabi-sabi, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: wabi-sabi interior, natural materials, imperfection, calm minimalism. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -177,13 +177,13 @@
       "name": "Mediterranean Villa",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, mediterranean architecture, stucco walls, arched openings, sunlit",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, mediterranean architecture, stucco walls, arched openings, sunlit",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mediterranean villa, realistic architectural photograph. Lighting: warm sun, sharp but pleasing shadows, bright highlights. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: mediterranean villa, realistic architectural photograph. Lighting: warm sun, sharp but pleasing shadows, bright highlights. Composition: clean verticals, strong geometry, intentional lines. Key cues: mediterranean architecture, stucco walls, arched openings, sunlit. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -196,13 +196,13 @@
       "name": "Gothic Cathedral",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, gothic architecture, tall arches, stained glass, dramatic scale",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, gothic architecture, tall arches, stained glass, dramatic scale",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: gothic cathedral, realistic architectural photograph. Lighting: colored light beams through stained glass, dust in the air. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: gothic cathedral, realistic architectural photograph. Lighting: colored light beams through stained glass, dust in the air. Composition: clean verticals, strong geometry, intentional lines. Key cues: gothic architecture, tall arches, stained glass, dramatic scale. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -215,13 +215,13 @@
       "name": "Futurist Interior",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, futurist interior, sleek curves, clean materials, ambient light",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, futurist interior, sleek curves, clean materials, ambient light",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: futurist interior, realistic architectural photograph. Lighting: soft ambient strips with crisp accent highlights. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: futurist interior, realistic architectural photograph. Lighting: soft ambient strips with crisp accent highlights. Composition: clean verticals, strong geometry, intentional lines. Key cues: futurist interior, sleek curves, clean materials, ambient light. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -234,13 +234,13 @@
       "name": "Moroccan Riad",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, moroccan architecture, tile patterns, courtyard light, arched doorways",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, moroccan architecture, tile patterns, courtyard light, arched doorways",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: moroccan riad, realistic architectural photograph. Lighting: warm sun filtering into courtyard, soft bounce light. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: moroccan riad, realistic architectural photograph. Lighting: warm sun filtering into courtyard, soft bounce light. Composition: clean verticals, strong geometry, intentional lines. Key cues: moroccan architecture, tile patterns, courtyard light, arched doorways. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -253,13 +253,13 @@
       "name": "Tropical Modern",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, tropical modern architecture, open air, natural materials, lush greenery",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, tropical modern architecture, open air, natural materials, lush greenery",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: tropical modern, realistic architectural photograph. Lighting: bright sun with soft shade from overhangs, humid ambience. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: tropical modern, realistic architectural photograph. Lighting: bright sun with soft shade from overhangs, humid ambience. Composition: clean verticals, strong geometry, intentional lines. Key cues: tropical modern architecture, open air, natural materials, lush greenery. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -272,13 +272,13 @@
       "name": "Victorian Parlor",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, victorian interior, ornate details, rich textures",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, victorian interior, ornate details, rich textures",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: victorian parlor, realistic architectural photograph. Lighting: warm practical lamps with soft ambient fill. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: victorian parlor, realistic architectural photograph. Lighting: warm practical lamps with soft ambient fill. Composition: clean verticals, strong geometry, intentional lines. Key cues: victorian interior, ornate details, rich textures. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -291,13 +291,13 @@
       "name": "Concrete Minimalism",
       "category": "Architecture/Interior",
       "default": {
-        "prefix": "architectural photography, straight verticals, clean geometry, wide-angle lens, realistic materials, balanced natural light, concrete interior, minimalism, soft light",
+        "prefix": "architectural photography, straight verticals, clean geometry, wide field of view, realistic materials, balanced natural light, concrete interior, minimalism, soft light",
         "suffix": "realistic materials, clean perspective, crisp lines, balanced exposure, clean shadows, high detail, material realism"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: concrete minimalism, realistic architectural photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines."
+          "suffix": "Style: concrete minimalism, realistic architectural photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean verticals, strong geometry, intentional lines. Key cues: concrete interior, minimalism, soft light, clean geometry. Finish cues: realistic materials, clean perspective. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/70_fashion.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: glossy fashion editorial, fashion photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: glossy fashion editorial, fashion photograph. Lighting: large diffused key light with clean specular highlights. Mood: confident, curated, magazine-ready. Key cues: fashion editorial, studio lighting, high contrast, clean backdrop. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -31,7 +31,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: streetwear lookbook, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: streetwear lookbook, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready. Key cues: streetwear lookbook, candid pose, urban backdrop. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: runway backstage, fashion photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: runway backstage, fashion photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: confident, curated, magazine-ready. Key cues: backstage fashion, documentary feel, available light. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -69,7 +69,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: high fashion beauty shot, fashion photograph. Lighting: beauty dish with soft fill, clean catchlights, smooth gradients. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: high fashion beauty shot, fashion photograph. Lighting: centered beauty lighting with soft fill, clean catchlights, smooth gradients. Mood: confident, curated, magazine-ready. Key cues: beauty shot, clean skin, beauty lighting, sharp eyes. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimal editorial, fashion photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: minimal editorial, fashion photograph. Lighting: large diffused key light with clean specular highlights. Mood: confident, curated, magazine-ready. Key cues: minimal fashion editorial, neutral palette, clean composition. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage editorial, fashion photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: vintage editorial, fashion photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: confident, curated, magazine-ready. Key cues: vintage fashion editorial, film grain, muted palette. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -126,7 +126,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: outdoor editorial, fashion photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: outdoor editorial, fashion photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: confident, curated, magazine-ready. Key cues: fashion editorial outdoors, wind, natural light. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: street style snapshot, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: street style snapshot, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready. Key cues: street style, candid, natural color. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: luxury beauty macro, fashion photograph. Lighting: soft macro beauty light, clean specular highlights. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: luxury beauty macro, fashion photograph. Lighting: soft macro beauty light, clean specular highlights. Mood: confident, curated, magazine-ready. Key cues: beauty macro, skin texture, cosmetic detail. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: athleisure campaign, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: athleisure campaign, fashion photograph. Lighting: overcast daylight, even illumination, soft shadow transitions. Mood: confident, curated, magazine-ready. Key cues: athleisure campaign, clean energy, natural light. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: couture runway, fashion photograph. Lighting: runway spotlights with controlled haze and crisp highlights. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: couture runway, fashion photograph. Lighting: runway spotlights with controlled haze and crisp highlights. Mood: confident, curated, magazine-ready. Key cues: couture runway, runway lights, dramatic pose. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: vintage street fashion, fashion photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: confident, curated, magazine-ready."
+          "suffix": "Style: vintage street fashion, fashion photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: confident, curated, magazine-ready. Key cues: vintage street fashion, film grain, candid. Finish cues: sharp focus, editorial color grade. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/80_product.json

@@ -6,13 +6,13 @@
       "name": "Luxury Watch Ad",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, luxury product shot, watch photography",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, luxury product shot, watch photography",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: luxury watch ad, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: luxury watch ad, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: luxury product shot, watch photography, controlled reflections. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -24,13 +24,13 @@
       "name": "Cosmetics Packshot",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, cosmetics product shot, clean studio setup, soft reflections",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, cosmetics product shot, clean studio setup, soft reflections",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: cosmetics packshot, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: cosmetics packshot, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: cosmetics product shot, clean studio setup, soft reflections. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -42,13 +42,13 @@
       "name": "Food Packshot",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, food packshot, studio tabletop, appetizing highlights",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, food packshot, studio tabletop, appetizing highlights",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: food packshot, commercial product photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: food packshot, commercial product photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Composition: clean silhouette, premium materials, crisp details. Key cues: food packshot, studio tabletop, appetizing highlights. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -60,13 +60,13 @@
       "name": "Perfume Ad",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, perfume product shot, glass bottle, luxury lighting",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, perfume product shot, glass bottle, luxury lighting",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: perfume ad, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: perfume ad, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: perfume product shot, glass bottle, luxury lighting. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -78,13 +78,13 @@
       "name": "Tech Gadget Shot",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, tech product photography, clean highlights, premium materials",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, tech product photography, clean highlights, premium materials",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: tech gadget shot, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: tech gadget shot, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: tech product photography, clean highlights, premium materials. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -96,13 +96,13 @@
       "name": "Jewelry Macro",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, jewelry macro photography, sparkle highlights, shallow depth of field",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, jewelry macro photography, sparkle highlights, shallow depth of field",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: jewelry macro, commercial product photograph. Lighting: small hard highlights for sparkle, controlled fill, clean reflections. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: jewelry macro, commercial product photograph. Lighting: small hard highlights for sparkle, controlled fill, clean reflections. Composition: clean silhouette, premium materials, crisp details. Key cues: jewelry macro photography, sparkle highlights, shallow depth of field. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -114,13 +114,13 @@
       "name": "Skincare Bottle Ad",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, skincare product shot, clean studio, dewy highlights",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, skincare product shot, clean studio, dewy highlights",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: skincare bottle ad, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: skincare bottle ad, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: skincare product shot, clean studio, dewy highlights. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -132,13 +132,13 @@
       "name": "Sneaker Product Shot",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, sneaker photography, clean background, sharp detail",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, sneaker photography, clean background, sharp detail",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: sneaker product shot, commercial product photograph. Lighting: studio strobe with a large softbox, clean specular highlights. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: sneaker product shot, commercial product photograph. Lighting: large diffused key light with clean specular highlights. Composition: clean silhouette, premium materials, crisp details. Key cues: sneaker photography, clean background, sharp detail. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -150,13 +150,13 @@
       "name": "Beverage Splash",
       "category": "Product",
       "default": {
-        "prefix": "commercial product photography, studio strobe lighting, seamless background, controlled reflections, clean composition, beverage ad, splash photography, frozen droplets",
+        "prefix": "commercial product photography, controlled studio lighting, minimal background, controlled reflections, clean composition, beverage ad, splash photography, frozen droplets",
         "suffix": "crisp edges, high detail, clean background, clean specular highlights, premium look, minimal clutter"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: beverage splash, commercial product photograph. Lighting: hard backlight with crisp droplets, high-speed flash feel. Composition: clean silhouette, premium materials, crisp details."
+          "suffix": "Style: beverage splash, commercial product photograph. Lighting: hard backlight with crisp droplets, high-speed flash feel. Composition: clean silhouette, premium materials, crisp details. Key cues: beverage ad, splash photography, frozen droplets. Finish cues: crisp edges, high detail, clean background. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/90_nature.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: misty forest, nature photograph. Lighting: diffused fog light, soft beams through trees. Mood: calm, immersive, natural."
+          "suffix": "Style: misty forest, nature photograph. Lighting: diffused fog light, soft beams through trees. Mood: calm, immersive, natural. Key cues: nature photography, misty forest, atmospheric depth. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -25,13 +25,13 @@
       "name": "Mountain Vista",
       "category": "Nature",
       "default": {
-        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, landscape photography, mountain vista, wide angle",
+        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, landscape photography, mountain vista, wide field of view",
         "suffix": "natural color, fine detail, realistic texture, clean contrast, high detail, fine microtexture, realistic atmosphere"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mountain vista, nature photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: calm, immersive, natural."
+          "suffix": "Style: mountain vista, nature photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: calm, immersive, natural. Key cues: landscape photography, mountain vista, wide field of view. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: seascape, nature photograph. Lighting: soft overcast coastal light, subtle specular highlights. Mood: calm, immersive, natural."
+          "suffix": "Style: seascape, nature photograph. Lighting: soft overcast coastal light, subtle specular highlights. Mood: calm, immersive, natural. Key cues: seascape photography, waves, horizon line. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -63,13 +63,13 @@
       "name": "Desert Dunes",
       "category": "Nature",
       "default": {
-        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, desert landscape, sand dunes, ripples, wide angle",
+        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, desert landscape, sand dunes, ripples, wide field of view",
         "suffix": "natural color, fine detail, realistic texture, clean contrast, high detail, fine microtexture, realistic atmosphere"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: desert dunes, nature photograph. Lighting: low sun casting long shadows across dune ridges. Mood: calm, immersive, natural."
+          "suffix": "Style: desert dunes, nature photograph. Lighting: low sun casting long shadows across dune ridges. Mood: calm, immersive, natural. Key cues: desert landscape, sand dunes, ripples, wide field of view. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: autumn leaves, nature photograph. Lighting: soft, diffused natural light from a large window camera-left, gentle shadows. Mood: calm, immersive, natural."
+          "suffix": "Style: autumn leaves, nature photograph. Lighting: soft, diffused key light from viewer-left, gentle shadows. Mood: calm, immersive, natural. Key cues: nature close-up, autumn leaves, rich colors, bokeh. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: rainforest, nature photograph. Lighting: filtered sunlight through canopy, humid atmosphere. Mood: calm, immersive, natural."
+          "suffix": "Style: rainforest, nature photograph. Lighting: filtered sunlight through canopy, humid atmosphere. Mood: calm, immersive, natural. Key cues: rainforest, lush greens, humid haze, detailed foliage. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -120,13 +120,13 @@
       "name": "Aurora Night",
       "category": "Nature",
       "default": {
-        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, aurora, night sky, wide angle, stars",
+        "prefix": "nature photography, natural light, atmospheric depth, fine detail, realistic textures, environmental realism, aurora, night sky, wide field of view, stars",
         "suffix": "natural color, fine detail, realistic texture, clean contrast, high detail, fine microtexture, realistic atmosphere"
       },
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: aurora night, nature photograph. Lighting: moonless night with aurora glow, crisp stars. Mood: calm, immersive, natural."
+          "suffix": "Style: aurora night, nature photograph. Lighting: moonless night with aurora glow, crisp stars. Mood: calm, immersive, natural. Key cues: aurora, night sky, wide field of view, stars. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: stormy coast, nature photograph. Lighting: storm light with high contrast clouds, moody atmosphere. Mood: calm, immersive, natural."
+          "suffix": "Style: stormy coast, nature photograph. Lighting: storm light with high contrast clouds, moody atmosphere. Mood: calm, immersive, natural. Key cues: stormy seascape, dramatic clouds, waves. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: wildflower meadow, nature photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: calm, immersive, natural."
+          "suffix": "Style: wildflower meadow, nature photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: calm, immersive, natural. Key cues: wildflower meadow, soft bokeh, pastel colors. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: snowy pines, nature photograph. Lighting: bright overcast snow light, soft shadow transitions. Mood: calm, immersive, natural."
+          "suffix": "Style: snowy pines, nature photograph. Lighting: bright overcast snow light, soft shadow transitions. Mood: calm, immersive, natural. Key cues: snowy forest, cold palette, fine detail. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: waterfall mist, nature photograph. Lighting: overcast forest light with mist diffusion. Mood: calm, immersive, natural."
+          "suffix": "Style: waterfall mist, nature photograph. Lighting: overcast forest light with mist diffusion. Mood: calm, immersive, natural. Key cues: waterfall, mist, long exposure feel, lush rocks. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: volcanic landscape, nature photograph. Lighting: dramatic overcast with breaks of sunlight. Mood: calm, immersive, natural."
+          "suffix": "Style: volcanic landscape, nature photograph. Lighting: dramatic overcast with breaks of sunlight. Mood: calm, immersive, natural. Key cues: volcanic landscape, black rocks, dramatic sky. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -240,7 +240,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: coral reef, nature photograph. Lighting: underwater caustics with clear blue light. Mood: calm, immersive, natural."
+          "suffix": "Style: coral reef, nature photograph. Lighting: underwater caustics with clear blue light. Mood: calm, immersive, natural. Key cues: coral reef, underwater, colorful fish, clear water. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: savanna sunset, nature photograph. Lighting: golden hour backlight with subtle lens flare and warm rim light. Mood: calm, immersive, natural."
+          "suffix": "Style: savanna sunset, nature photograph. Lighting: golden hour backlight with warm rim light and gentle bloom. Mood: calm, immersive, natural. Key cues: savanna, sunset, dust haze, warm tones. Finish cues: natural color, fine detail, realistic texture. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/95_experimental.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: glitch art, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: glitch art, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: glitch art, digital distortion, chromatic aberration, scanlines. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -31,7 +31,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: double exposure, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: double exposure, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: double exposure, layered silhouettes, surreal composition. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: light painting, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: light painting, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: light painting, long exposure trails, dark background. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -69,7 +69,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: prismatic refraction, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: prismatic refraction, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: prismatic refraction, rainbow dispersion, glass texture. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: abstract geometry, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: abstract geometry, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: abstract geometric, clean shapes, bold composition. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimal monochrome, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: minimal monochrome, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: minimal monochrome, high contrast, negative space. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -126,7 +126,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: analog photocopy, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: analog photocopy, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: photocopy aesthetic, paper noise, high contrast, xerox texture. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: datamosh, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: datamosh, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: datamosh, compression artifacts, blocky smears. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: liquid marble, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: liquid marble, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: liquid marble, swirling ink, organic patterns. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: neon wireframe, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: neon wireframe, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: neon wireframe, glowing lines, dark background. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: kaleidoscope, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: kaleidoscope, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: kaleidoscope, symmetry, prismatic pattern. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: minimal gradient, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: minimal gradient, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: minimal gradient, soft color field, smooth transitions. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -240,7 +240,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: paper grain texture, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: paper grain texture, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: paper grain, subtle texture, soft noise. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: chromatic prism, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: chromatic prism, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: chromatic prism, color separation, light leaks. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -278,7 +278,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: mirror kaleidoscope, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: mirror kaleidoscope, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: mirror kaleidoscope, fragmented reflections, symmetry. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -297,7 +297,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: thermal vision, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed."
+          "suffix": "Style: thermal vision, experimental visual aesthetic. Lighting: intentional and graphic, emphasizing form and contrast. Mood: bold, modern, designed. Key cues: thermal vision, false color, heat map look. Finish cues: clean composition, intentional design. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

styles/packs/96_color_grades.json

@@ -12,7 +12,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: teal shadows and warm highlights, cinematic contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: teal shadows and warm highlights, cinematic contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: cinematic color grade, teal and orange, rich contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -31,7 +31,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color palette: muted pastels with soft contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color palette: muted pastels with soft contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: muted pastel palette, soft contrast, gentle highlights. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -50,7 +50,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: monochrome with deep blacks and bright whites. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: monochrome with deep blacks and bright whites. Tone mapping: smooth highlights and coherent shadows. Key cues: black and white, high contrast, deep blacks. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -69,7 +69,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: warm vintage tones with gentle fade. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: warm vintage tones with gentle fade. Tone mapping: smooth highlights and coherent shadows. Key cues: warm vintage grade, slightly faded, soft highlights. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -88,7 +88,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color palette: cool and slightly desaturated. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color palette: cool and slightly desaturated. Tone mapping: smooth highlights and coherent shadows. Key cues: cool tones, desaturated palette, clean contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -107,7 +107,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: desaturated high-contrast bleach-bypass look. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: desaturated high-contrast bleach-bypass look. Tone mapping: smooth highlights and coherent shadows. Key cues: bleach bypass look, desaturated, high contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -126,7 +126,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: soft cinematic pastel with gentle bloom. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: soft cinematic pastel with gentle bloom. Tone mapping: smooth highlights and coherent shadows. Key cues: soft cinematic, pastel grade, subtle bloom. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -145,7 +145,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: vibrant, punchy saturation with crisp contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: vibrant, punchy saturation with crisp contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: vibrant colors, punchy saturation, crisp contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -164,7 +164,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color palette: earthy documentary tones, natural contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color palette: earthy documentary tones, natural contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: earthy tones, natural contrast, subtle grain. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -183,7 +183,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: deep shadows with bright neon highlights. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: deep shadows with bright neon highlights. Tone mapping: smooth highlights and coherent shadows. Key cues: neon grade, deep shadows, bright neon. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -202,7 +202,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: golden-hour warmth with soft shadow rolloff. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: golden-hour warmth with soft shadow rolloff. Tone mapping: smooth highlights and coherent shadows. Key cues: golden hour grade, warm highlights, soft shadows. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -221,7 +221,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color palette: cold winter blues with crisp contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color palette: cold winter blues with crisp contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: cold winter grade, blue shadows, crisp air. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -240,7 +240,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: sepia tone with vintage print feel. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: sepia tone with vintage print feel. Tone mapping: smooth highlights and coherent shadows. Key cues: sepia tone, vintage print, soft contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -259,7 +259,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: matte look with lifted blacks and fine grain. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: matte look with lifted blacks and fine grain. Tone mapping: smooth highlights and coherent shadows. Key cues: matte grade, lifted blacks, film grain. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -278,7 +278,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: clean commercial neutrality with accurate whites. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: clean commercial neutrality with accurate whites. Tone mapping: smooth highlights and coherent shadows. Key cues: clean commercial grade, neutral whites, natural color. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -297,7 +297,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color palette: low saturation with deep shadows and moody contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color palette: low saturation with deep shadows and moody contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: moody, low saturation, deep shadows. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -316,7 +316,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: bright airy look with soft highlights. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: bright airy look with soft highlights. Tone mapping: smooth highlights and coherent shadows. Key cues: bright airy, high key, soft highlights. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -335,7 +335,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: rich reds and crisp contrast, vintage slide feel. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: rich reds and crisp contrast, vintage slide feel. Tone mapping: smooth highlights and coherent shadows. Key cues: vintage slide look, rich reds, crisp contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -354,7 +354,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: blue monochrome cyanotype print feel. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: blue monochrome cyanotype print feel. Tone mapping: smooth highlights and coherent shadows. Key cues: cyanotype look, blue monochrome, paper texture. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [
@@ -373,7 +373,7 @@
       "models": {
         "flux_2_klein": {
           "prefix": "",
-          "suffix": "Style: realistic image with an intentional color grade. Color grade: duotone blue and red with graphic contrast. Tone mapping: smooth highlights and coherent shadows."
+          "suffix": "Style: realistic image with an intentional color grade. Color grade: duotone blue and red with graphic contrast. Tone mapping: smooth highlights and coherent shadows. Key cues: duotone, blue and red, graphic contrast. Finish cues: clean tones. Instruction: preserve the user prompt subject and add only stylistic cues."
         }
       },
       "tags": [

tests/test_promptstyler.py

@@ -0,0 +1,150 @@
+from __future__ import annotations
+
+import unittest
+
+import nodes
+import style_library
+
+
+class FakeTextEncoder:
+    def __init__(self):
+        self.last_text = None
+        self.last_tokens = None
+
+    def tokenize(self, text):
+        self.last_text = text
+        self.last_tokens = {"text": text}
+        return self.last_tokens
+
+    def encode_from_tokens_scheduled(self, tokens):
+        return [[tokens, {"source": tokens["text"]}]]
+
+
+class PromptStylerTests(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        cls.library = style_library.get_cached_style_library(load_policy=style_library.LOAD_POLICY_STRICT)
+        cls.stable_node = nodes.PromptStylerConditioning()
+        cls.primary_choice = next(choice for choice in cls.library.choices if choice.endswith("| cinematic_anamorphic"))
+        cls.secondary_choice = next(choice for choice in cls.library.choices if choice.endswith("| cin_film_noir"))
+
+    def test_apply_style_false_returns_raw_prompt(self):
+        encoder = FakeTextEncoder()
+        conditioning, styled_prompt = self.stable_node.encode(
+            prompt="red fox",
+            apply_style=False,
+            style=self.primary_choice,
+            template_variant="default",
+            style_id_override="",
+            text_encoder=encoder,
+        )
+        self.assertEqual("red fox", styled_prompt)
+        self.assertEqual("red fox", encoder.last_text)
+        self.assertEqual(1, len(conditioning))
+
+    def test_style_id_override_takes_precedence(self):
+        encoder = FakeTextEncoder()
+        conditioning, styled_prompt = self.stable_node.encode(
+            prompt="portrait",
+            apply_style=True,
+            style=self.secondary_choice,
+            template_variant="default",
+            style_id_override="cinematic_anamorphic",
+            text_encoder=encoder,
+        )
+        expected_style = style_library.resolve_style_legacy(
+            self.library,
+            choice=self.primary_choice,
+            style_id_override="cinematic_anamorphic",
+        )
+        expected_prompt, _details = style_library.compose_prompt_legacy(
+            "portrait",
+            expected_style,
+            template_variant="default",
+        )
+        self.assertEqual(expected_prompt, styled_prompt)
+        self.assertEqual(expected_prompt, encoder.last_text)
+        self.assertEqual(1, len(conditioning))
+
+    def test_legacy_default_variant_matches_expected_fixture(self):
+        encoder = FakeTextEncoder()
+        conditioning, styled_prompt = self.stable_node.encode(
+            prompt="cinematic film still, robot detective",
+            apply_style=True,
+            style=self.primary_choice,
+            template_variant="default",
+            style_id_override="",
+            text_encoder=encoder,
+        )
+        expected = (
+            "cinematic film still, professional cinematography, cinematic framing, carefully composed shot, "
+            "atmospheric depth, realistic lighting, cinematic, anamorphic look, shallow depth of field, "
+            "dramatic lighting, robot detective, film grain, subtle halation, rich contrast, color graded, "
+            "filmic color science, smooth highlight rolloff, deep blacks, subtle film grain, soft halation, "
+            "high dynamic range"
+        )
+        self.assertEqual(expected, styled_prompt)
+        self.assertEqual(expected, encoder.last_text)
+        self.assertEqual(1, len(conditioning))
+
+    def test_flux_variant_uses_variant_text_when_present(self):
+        encoder = FakeTextEncoder()
+        conditioning, styled_prompt = self.stable_node.encode(
+            prompt="robot detective",
+            apply_style=True,
+            style=self.primary_choice,
+            template_variant="flux_2_klein",
+            style_id_override="",
+            text_encoder=encoder,
+        )
+        expected_style = self.library.by_id["cinematic_anamorphic"]
+        expected_prompt, _details = style_library.compose_prompt_legacy(
+            "robot detective",
+            expected_style,
+            template_variant="flux_2_klein",
+        )
+        self.assertEqual(expected_prompt, styled_prompt)
+        self.assertEqual(expected_prompt, encoder.last_text)
+        self.assertEqual(1, len(conditioning))
+
+    def test_missing_variant_falls_back_to_default(self):
+        style = self.library.by_id["cinematic_anamorphic"]
+        default_prompt, _default_details = style_library.compose_prompt_legacy(
+            "robot detective",
+            style,
+            template_variant="default",
+        )
+        fallback_prompt, details = style_library.compose_prompt_legacy(
+            "robot detective",
+            style,
+            template_variant="missing_variant",
+        )
+        self.assertEqual(default_prompt, fallback_prompt)
+        self.assertEqual(style_library.DEFAULT_VARIANT, details["variant"])
+
+    def test_missing_text_encoder_raises_explicit_error(self):
+        with self.assertRaisesRegex(RuntimeError, "text_encoder input is invalid"):
+            self.stable_node.encode(
+                prompt="robot detective",
+                apply_style=True,
+                style=self.primary_choice,
+                template_variant="default",
+                style_id_override="",
+                text_encoder=None,
+            )
+
+    def test_unknown_style_id_override_raises_error(self):
+        encoder = FakeTextEncoder()
+        with self.assertRaisesRegex(ValueError, "Unknown style_id_override"):
+            self.stable_node.encode(
+                prompt="robot detective",
+                apply_style=True,
+                style=self.primary_choice,
+                template_variant="default",
+                style_id_override="does_not_exist",
+                text_encoder=encoder,
+            )
+
+
+if __name__ == "__main__":
+    unittest.main()

tmp/pdfs/promptstyler_app_summary.html

@@ -0,0 +1,88 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>ComfyUI PromptStyler - App Summary</title>
+  <style>
+    @page { size: Letter; margin: 0.42in; }
+    :root { --ink:#13212f; --muted:#526171; --rule:#d7dee7; --panel:#f4f7fa; --accent:#1f5f8b; --accent-soft:#dbeaf5; }
+    * { box-sizing: border-box; }
+    html, body { margin:0; padding:0; font-family:"Segoe UI", Arial, sans-serif; color:var(--ink); background:#fff; }
+    body { font-size:10.3pt; line-height:1.28; }
+    .hero { display:grid; grid-template-columns:1.55fr 0.95fr; gap:14px; margin-bottom:10px; padding-bottom:10px; border-bottom:1px solid var(--rule); }
+    .title { margin:0 0 4px 0; font-size:22pt; line-height:1.05; letter-spacing:-0.02em; }
+    .subtitle { margin:0; color:var(--muted); font-size:10pt; }
+    .badge { display:inline-block; margin-bottom:8px; padding:4px 8px; border-radius:999px; background:var(--accent-soft); color:var(--accent); font-size:8.5pt; font-weight:700; text-transform:uppercase; letter-spacing:0.06em; }
+    .meta { background:linear-gradient(180deg, #f9fbfd 0%, var(--panel) 100%); border:1px solid var(--rule); border-radius:10px; padding:10px 11px; }
+    .meta-row { margin:0 0 8px 0; }
+    .meta-row:last-child { margin-bottom:0; }
+    .label { display:block; margin-bottom:2px; color:var(--muted); font-size:8.2pt; font-weight:700; text-transform:uppercase; letter-spacing:0.05em; }
+    .value { margin:0; font-size:9.9pt; }
+    .grid { display:grid; grid-template-columns:1fr 1fr; gap:12px 14px; }
+    section { break-inside:avoid; }
+    h2 { margin:0 0 6px 0; padding-bottom:3px; border-bottom:1px solid var(--rule); font-size:10pt; letter-spacing:0.02em; text-transform:uppercase; }
+    p { margin:0 0 6px 0; }
+    ul { margin:0; padding-left:16px; }
+    li { margin:0 0 4px 0; }
+    .architecture { grid-column:1 / -1; }
+    .small { font-size:9.1pt; color:var(--muted); }
+    .code { font-family:Consolas, "Courier New", monospace; font-size:9pt; }
+  </style>
+</head>
+<body>
+  <div class="hero">
+    <div>
+      <div class="badge">Repo Summary</div>
+      <h1 class="title">ComfyUI PromptStyler</h1>
+      <p class="subtitle">Version 3.1.1. Custom ComfyUI node pack that applies curated style templates to a positive prompt and returns conditioning for downstream generation. It is structured around JSON style packs plus lightweight Python runtime code that composes the final prompt text at node execution time.</p>
+    </div>
+    <div class="meta">
+      <div class="meta-row">
+        <span class="label">Who It’s For</span>
+        <p class="value">Primary persona: ComfyUI users building image-generation workflows who want reusable, curated prompt styling without hand-writing long style suffixes.</p>
+      </div>
+      <div class="meta-row">
+        <span class="label">Install Shape</span>
+        <p class="value">Drop the repo into <span class="code">ComfyUI/custom_nodes/ComfyUI_PromptStyler</span> and reload custom nodes.</p>
+      </div>
+    </div>
+  </div>
+  <div class="grid">
+    <section>
+      <h2>What It Does</h2>
+      <ul>
+        <li>Exposes a ComfyUI node named <span class="code">PromptStyler: Prompt -&gt; Conditioning (Style Picker)</span>.</li>
+        <li>Loads style templates from <span class="code">styles/packs/*.json</span> in filename order.</li>
+        <li>Falls back to <span class="code">styles/styles_v1.json</span> if packs are missing or unusable.</li>
+        <li>Presents styles as categorized dropdown choices in <span class="code">Category | Name | id</span> format.</li>
+        <li>Supports direct <span class="code">style_id_override</span> and a <span class="code">template_variant</span> selector.</li>
+        <li>Builds a deduplicated styled prompt, then tokenizes and encodes it through the connected CLIP text encoder.</li>
+        <li>Ships maintainer tools to validate, audit, generate, sync, and add style packs.</li>
+      </ul>
+    </section>
+    <section>
+      <h2>How To Run</h2>
+      <ul>
+        <li>Clone or copy this folder into <span class="code">ComfyUI/custom_nodes/ComfyUI_PromptStyler</span>.</li>
+        <li>Restart ComfyUI or use "Reload custom nodes".</li>
+        <li>Add <span class="code">CheckpointLoaderSimple</span>, PromptStyler, and <span class="code">KSampler</span> to a workflow.</li>
+        <li>Wire <span class="code">CLIP -&gt; text_encoder</span>, your prompt text into <span class="code">prompt</span>, and <span class="code">positive -&gt; KSampler.positive</span>.</li>
+        <li>Optional repo validation: run <span class="code">tools/validate_styles.py</span>; audit with <span class="code">tools/audit_styles.py</span>.</li>
+      </ul>
+    </section>
+    <section class="architecture">
+      <h2>How It Works</h2>
+      <ul>
+        <li><span class="code">__init__.py</span> is the ComfyUI entry point: it reads <span class="code">VERSION</span> and exports node mappings.</li>
+        <li><span class="code">nodes.py</span> defines the runtime node that accepts the user prompt, style selection inputs, and a ComfyUI <span class="code">CLIP</span> text encoder connection.</li>
+        <li>The node scans <span class="code">styles/packs/</span>, merges JSON packs in sorted order, or falls back to the legacy single-file library.</li>
+        <li>Selected style prefix/suffix phrases are combined with the user prompt, normalized, and de-duplicated before encoding.</li>
+        <li>The encoded result is returned as <span class="code">CONDITIONING</span> plus the exact <span class="code">styled_prompt</span> string for inspection/debugging.</li>
+        <li><span class="code">style_library.py</span>, tests, and maintainer docs describe broader search/overlay logic, but an advanced node implementation was <strong>Not found in repo</strong> in the current <span class="code">nodes.py</span>.</li>
+        <li><span class="code">.github/workflows/ci.yml</span> runs version sync, style validation, style audit, and unit tests on pushes and pull requests.</li>
+      </ul>
+      <p class="small">If you need external services, hosted APIs, or a packaged installer: <strong>Not found in repo</strong>.</p>
+    </section>
+  </div>
+</body>
+</html>

tools/add_styles.py

@@ -1,63 +1,43 @@
 """
 PromptStyler style pack tool.
 
-This script helps you add more styles without editing python source by hand.
+This script helps you add more styles without editing JSON by hand.
 It writes (or updates) a JSON pack under styles/packs/, e.g.:
   styles/packs/99_user_custom.json
-
-Usage examples:
-
-  # List categories that exist (including ones supported by the generator)
-  C:\\Comfyui\\python_embeded\\python.exe .\\tools\\add_styles.py categories
-
-  # Add one style (core -> goes into prefix, details -> goes into suffix)
-  C:\\Comfyui\\python_embeded\\python.exe .\\tools\\add_styles.py add ^
-    --name "Anime Style (Soft Shading)" ^
-    --category "Anime/Manga" ^
-    --core "soft cel shading, warm palette, gentle gradients" ^
-    --details "clean line weight, subtle texture, high clarity" ^
-    --tags "anime, manga, illustration"
-
-  # Bulk add from CSV (columns: name,category,core,details,tags)
-  C:\\Comfyui\\python_embeded\\python.exe .\\tools\\add_styles.py bulk --csv .\\tools\\new_styles.csv
 """
 
 from __future__ import annotations
 
 import argparse
 import csv
-import importlib.util
 import json
 import os
 import re
 import sys
 from collections import Counter
-from typing import Any, Dict, Iterable, List, Optional, Sequence, Tuple
+from typing import Any, Dict, List, Optional, Sequence
 
 
 ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+if ROOT not in sys.path:
+    sys.path.insert(0, ROOT)
+
+from style_library import (
+    CATEGORY_BASE_PREFIX,
+    CATEGORY_BASE_SUFFIX,
+    LOAD_POLICY_STRICT,
+    StyleLibraryError,
+    available_categories,
+    flux_join_sentences,
+    load_style_library,
+    z_join,
+)
+
+
 PACKS_DIR = os.path.join(ROOT, "styles", "packs")
 DEFAULT_PACK_PATH = os.path.join(PACKS_DIR, "99_user_custom.json")
 
 
-def _load_generator_module():
-    """
-    Import tools/generate_style_packs.py as a module so we can reuse:
-      - CATEGORY_BASE_PREFIX / CATEGORY_BASE_SUFFIX
-      - z_join() (which de-dupes)
-    """
-    path = os.path.join(ROOT, "tools", "generate_style_packs.py")
-    spec = importlib.util.spec_from_file_location("promptstyler_generate_style_packs", path)
-    if spec is None or spec.loader is None:
-        raise RuntimeError(f"Unable to import generator module: {path}")
-    mod = importlib.util.module_from_spec(spec)
-    # dataclasses (on some Python versions) expects the module to already exist in sys.modules
-    # when evaluating annotations. Insert before exec_module to avoid NoneType errors.
-    sys.modules[spec.name] = mod
-    spec.loader.exec_module(mod)
-    return mod
-
-
 def _slugify(name: str) -> str:
     base = "".join(ch.lower() if ch.isalnum() else "_" for ch in (name or "")).strip("_")
     while "__" in base:
@@ -66,12 +46,6 @@ def _slugify(name: str) -> str:
 
 
 def _normalize_user_subcategory(value: str) -> str:
-    """
-    Normalize a user subcategory string for "User/<subcategory>" categories:
-      - keep letters/numbers/spaces
-      - replace everything else with spaces
-      - collapse whitespace
-    """
     cleaned = "".join(ch if (ch.isalnum() or ch.isspace()) else " " for ch in (value or ""))
     cleaned = " ".join(cleaned.split()).strip()
     return cleaned or "Custom"
@@ -80,137 +54,52 @@ def _normalize_user_subcategory(value: str) -> str:
 def _split_csv_list(value: Optional[str]) -> List[str]:
     if not value:
         return []
-    return [p.strip() for p in value.split(",") if p.strip()]
+    return [part.strip() for part in value.split(",") if part.strip()]
 
 
 def _read_json(path: str) -> Dict[str, Any]:
-    with open(path, "r", encoding="utf-8") as f:
-        return json.load(f) or {}
+    with open(path, "r", encoding="utf-8") as handle:
+        return json.load(handle) or {}
 
 
 def _write_json(path: str, data: Dict[str, Any]) -> None:
     os.makedirs(os.path.dirname(path), exist_ok=True)
-    with open(path, "w", encoding="utf-8") as f:
-        json.dump(data, f, indent=2, ensure_ascii=True)
-        f.write("\n")
+    with open(path, "w", encoding="utf-8") as handle:
+        json.dump(data, handle, indent=2, ensure_ascii=True)
+        handle.write("\n")
 
 
-def _iter_pack_paths() -> Iterable[str]:
-    if not os.path.isdir(PACKS_DIR):
-        return []
-    for name in sorted(os.listdir(PACKS_DIR)):
-        if name.lower().endswith(".json"):
-            yield os.path.join(PACKS_DIR, name)
+def _load_library():
+    return load_style_library(load_policy=LOAD_POLICY_STRICT)
 
 
-def _load_all_styles() -> List[Dict[str, Any]]:
-    styles: List[Dict[str, Any]] = []
-    for path in _iter_pack_paths():
-        try:
-            data = _read_json(path)
-        except Exception:
-            # If a pack is broken, keep going; validate_styles.py will catch it.
-            continue
-        styles.extend(data.get("styles", []) or [])
-    return styles
+def _existing_identity_sets() -> tuple[set[str], set[str]]:
+    library = _load_library()
+    return ({style.id for style in library.styles}, {style.name for style in library.styles})
 
 
-def _ensure_unique_id(style_id: str, existing_ids: set) -> str:
+def _ensure_unique_id(style_id: str, existing_ids: set[str]) -> str:
     if style_id not in existing_ids:
         return style_id
     i = 2
     while True:
-        cand = f"{style_id}_{i}"
-        if cand not in existing_ids:
-            return cand
+        candidate = f"{style_id}_{i}"
+        if candidate not in existing_ids:
+            return candidate
         i += 1
 
 
-def _ensure_unique_name(name: str, existing_names: set) -> str:
+def _ensure_unique_name(name: str, existing_names: set[str]) -> str:
     if name not in existing_names:
         return name
     i = 2
     while True:
-        cand = f"{name} ({i})"
-        if cand not in existing_names:
-            return cand
+        candidate = f"{name} ({i})"
+        if candidate not in existing_names:
+            return candidate
         i += 1
 
 
-def _available_categories(existing_styles: Sequence[Dict[str, Any]], gen_mod) -> List[str]:
-    cats = set()
-    for s in existing_styles:
-        c = s.get("category")
-        if isinstance(c, str) and c.strip():
-            cats.add(c.strip())
-    # Also include categories we have base templates for.
-    cats.update((gen_mod.CATEGORY_BASE_PREFIX or {}).keys())
-    cats.update((gen_mod.CATEGORY_BASE_SUFFIX or {}).keys())
-    return sorted(cats, key=lambda x: x.casefold())
-
-
-def _make_style_entry(
-    gen_mod,
-    *,
-    name: str,
-    category: str,
-    core: Sequence[str],
-    details: Sequence[str],
-    tags: Sequence[str],
-    style_id: Optional[str],
-    id_prefix: str,
-    flux_suffix: Optional[str] = None,
-    existing_ids: Optional[set] = None,
-    existing_names: Optional[set] = None,
-) -> Dict[str, Any]:
-    if existing_ids is None or existing_names is None:
-        all_styles = _load_all_styles()
-        existing_ids = {str(s.get("id")) for s in all_styles if s.get("id") is not None}
-        existing_names = {str(s.get("name")) for s in all_styles if s.get("name") is not None}
-
-    base_id = style_id.strip() if style_id else f"{id_prefix}_{_slugify(name)}"
-    final_id = _ensure_unique_id(base_id, existing_ids)
-    final_name = _ensure_unique_name(name.strip(), existing_names)
-    existing_ids.add(final_id)
-    existing_names.add(final_name)
-
-    base_prefix = tuple((gen_mod.CATEGORY_BASE_PREFIX or {}).get(category, ()))
-    base_suffix = tuple((gen_mod.CATEGORY_BASE_SUFFIX or {}).get(category, ()))
-
-    prefix = gen_mod.z_join(tuple(base_prefix) + tuple(core))
-    suffix = gen_mod.z_join(tuple(details) + tuple(base_suffix))
-
-    tags2 = [t.strip() for t in tags if (t or "").strip()]
-    if not tags2:
-        tags2 = ["user"]
-
-    if flux_suffix is None:
-        core_hint = gen_mod.z_join(core[:12]) if core else ""
-        detail_hint = gen_mod.z_join(details[:12]) if details else ""
-        parts = [f"Style: {final_name}"]
-        if core_hint:
-            parts.append(f"Core cues: {core_hint}")
-        if detail_hint:
-            parts.append(f"Details: {detail_hint}")
-        parts.append("Lighting: coherent and intentional")
-        parts.append("Mood: consistent with the user prompt")
-        flux_suffix2 = gen_mod.flux_join_sentences(parts)
-    else:
-        flux_suffix2 = str(flux_suffix or "").strip()
-        if flux_suffix2 and not re.search(r"[.!?]$", flux_suffix2):
-            flux_suffix2 = flux_suffix2 + "."
-
-    entry: Dict[str, Any] = {
-        "id": final_id,
-        "name": final_name,
-        "category": category,
-        "default": {"prefix": prefix, "suffix": suffix},
-        "models": {"flux_2_klein": {"prefix": "", "suffix": flux_suffix2}},
-        "tags": tags2,
-    }
-    return entry
-
-
 def _load_or_init_pack(path: str) -> Dict[str, Any]:
     if os.path.isfile(path):
         data = _read_json(path)
@@ -224,41 +113,109 @@ def _load_or_init_pack(path: str) -> Dict[str, Any]:
     return {"version": 1, "styles": []}
 
 
-def cmd_categories(args) -> int:
-    gen_mod = _load_generator_module()
-    styles = _load_all_styles()
-    cats = _available_categories(styles, gen_mod)
-    counts = Counter(s.get("category", "Uncategorized") for s in styles)
-    for c in cats:
-        print(f"{c} ({counts.get(c, 0)})")
+def _make_style_entry(
+    *,
+    name: str,
+    category: str,
+    core: Sequence[str],
+    details: Sequence[str],
+    tags: Sequence[str],
+    style_id: Optional[str],
+    id_prefix: str,
+    flux_suffix: Optional[str] = None,
+    existing_ids: Optional[set[str]] = None,
+    existing_names: Optional[set[str]] = None,
+) -> Dict[str, Any]:
+    if existing_ids is None or existing_names is None:
+        existing_ids, existing_names = _existing_identity_sets()
+
+    base_id = style_id.strip() if style_id else f"{id_prefix}_{_slugify(name)}"
+    final_id = _ensure_unique_id(base_id, existing_ids)
+    final_name = _ensure_unique_name(name.strip(), existing_names)
+    existing_ids.add(final_id)
+    existing_names.add(final_name)
+
+    prefix = z_join(tuple(CATEGORY_BASE_PREFIX.get(category, ())) + tuple(core))
+    suffix = z_join(tuple(details) + tuple(CATEGORY_BASE_SUFFIX.get(category, ())))
+
+    tags2 = [tag.strip() for tag in tags if (tag or "").strip()]
+    if not tags2:
+        tags2 = ["user"]
+
+    if flux_suffix is None:
+        parts = [f"Style: {final_name}"]
+        core_hint = z_join(core[:12]) if core else ""
+        detail_hint = z_join(details[:12]) if details else ""
+        if core_hint:
+            parts.append(f"Core cues: {core_hint}")
+        if detail_hint:
+            parts.append(f"Details: {detail_hint}")
+        parts.append("Lighting: coherent and intentional")
+        parts.append("Mood: consistent with the user prompt")
+        flux_suffix2 = flux_join_sentences(parts)
+    else:
+        flux_suffix2 = str(flux_suffix or "").strip()
+        if flux_suffix2 and not re.search(r"[.!?]$", flux_suffix2):
+            flux_suffix2 += "."
+
+    return {
+        "id": final_id,
+        "name": final_name,
+        "category": category,
+        "default": {"prefix": prefix, "suffix": suffix},
+        "models": {"flux_2_klein": {"prefix": "", "suffix": flux_suffix2}},
+        "tags": tags2,
+    }
+
+
+def _read_bulk_csv(path: str) -> List[Dict[str, str]]:
+    rows: List[Dict[str, str]] = []
+    with open(path, "r", encoding="utf-8-sig", newline="") as handle:
+        reader = csv.DictReader(handle)
+        for row in reader:
+            if not row:
+                continue
+            rows.append({key.strip(): (value or "").strip() for key, value in row.items() if key})
+    return rows
+
+
+def _read_bulk_json(path: str) -> List[Dict[str, Any]]:
+    data = _read_json(path)
+    if isinstance(data, dict) and "styles" in data:
+        data = data["styles"]
+    if not isinstance(data, list):
+        raise ValueError("JSON bulk file must be a list (or an object with a 'styles' list).")
+    return [item for item in data if isinstance(item, dict)]
+
+
+def cmd_categories(_args) -> int:
+    library = _load_library()
+    counts = Counter(style.category or "Uncategorized" for style in library.styles)
+    for category in available_categories(library.styles):
+        print(f"{category} ({counts.get(category, 0)})")
     return 0
 
 
-def cmd_stats(args) -> int:
-    styles = _load_all_styles()
-    counts = Counter(s.get("category", "Uncategorized") for s in styles)
+def cmd_stats(_args) -> int:
+    library = _load_library()
+    counts = Counter(style.category or "Uncategorized" for style in library.styles)
     total = sum(counts.values())
     print(f"styles {total}")
-    for c, n in counts.most_common():
-        print(f"{n:4d}  {c}")
+    for category, count in counts.most_common():
+        print(f"{count:4d}  {category}")
     return 0
 
 
 def cmd_add(args) -> int:
-    gen_mod = _load_generator_module()
     pack_path = os.path.abspath(args.pack)
     pack = _load_or_init_pack(pack_path)
-
-    all_styles = _load_all_styles()
-    existing_ids = {str(s.get("id")) for s in all_styles if s.get("id") is not None}
-    existing_names = {str(s.get("name")) for s in all_styles if s.get("name") is not None}
+    existing_ids, existing_names = _existing_identity_sets()
 
     core = _split_csv_list(args.core) + _split_csv_list(args.prefix_extra)
     details = _split_csv_list(args.details) + _split_csv_list(args.suffix_extra)
     tags = _split_csv_list(args.tags)
 
     entry = _make_style_entry(
-        gen_mod,
         name=args.name,
         category=args.category,
         core=core,
@@ -273,7 +230,11 @@ def cmd_add(args) -> int:
     pack["styles"].append(entry)
     pack["styles"] = sorted(
         pack["styles"],
-        key=lambda s: (str(s.get("category", "")).casefold(), str(s.get("name", "")).casefold(), str(s.get("id", ""))),
+        key=lambda style: (
+            str(style.get("category", "")).casefold(),
+            str(style.get("name", "")).casefold(),
+            str(style.get("id", "")),
+        ),
     )
     _write_json(pack_path, pack)
 
@@ -282,39 +243,10 @@ def cmd_add(args) -> int:
     return 0
 
 
-def _read_bulk_csv(path: str) -> List[Dict[str, str]]:
-    rows: List[Dict[str, str]] = []
-    with open(path, "r", encoding="utf-8-sig", newline="") as f:
-        reader = csv.DictReader(f)
-        for row in reader:
-            if not row:
-                continue
-            rows.append({k.strip(): (v or "").strip() for k, v in row.items() if k})
-    return rows
-
-
-def _read_bulk_json(path: str) -> List[Dict[str, Any]]:
-    data = _read_json(path)
-    if isinstance(data, dict) and "styles" in data:
-        data = data["styles"]
-    if not isinstance(data, list):
-        raise ValueError("JSON bulk file must be a list (or an object with a 'styles' list).")
-    out: List[Dict[str, Any]] = []
-    for item in data:
-        if not isinstance(item, dict):
-            continue
-        out.append(item)
-    return out
-
-
 def cmd_bulk(args) -> int:
-    gen_mod = _load_generator_module()
     pack_path = os.path.abspath(args.pack)
     pack = _load_or_init_pack(pack_path)
-
-    all_styles = _load_all_styles()
-    existing_ids = {str(s.get("id")) for s in all_styles if s.get("id") is not None}
-    existing_names = {str(s.get("name")) for s in all_styles if s.get("name") is not None}
+    existing_ids, existing_names = _existing_identity_sets()
 
     if args.csv:
         items = _read_bulk_csv(os.path.abspath(args.csv))
@@ -330,22 +262,15 @@ def cmd_bulk(args) -> int:
         if not name or not category:
             continue
 
-        core = _split_csv_list(item.get("core")) + _split_csv_list(item.get("prefix_extra"))
-        details = _split_csv_list(item.get("details")) + _split_csv_list(item.get("suffix_extra"))
-        tags = _split_csv_list(item.get("tags"))
-        style_id = (item.get("id") or "").strip() or None
-        flux_suffix = (item.get("flux") or item.get("flux_suffix") or "").strip() or None
-
         entry = _make_style_entry(
-            gen_mod,
             name=name,
             category=category,
-            core=core,
-            details=details,
-            tags=tags,
-            style_id=style_id,
+            core=_split_csv_list(item.get("core")) + _split_csv_list(item.get("prefix_extra")),
+            details=_split_csv_list(item.get("details")) + _split_csv_list(item.get("suffix_extra")),
+            tags=_split_csv_list(item.get("tags")),
+            style_id=(item.get("id") or "").strip() or None,
             id_prefix=args.id_prefix,
-            flux_suffix=flux_suffix,
+            flux_suffix=(item.get("flux") or item.get("flux_suffix") or "").strip() or None,
             existing_ids=existing_ids,
             existing_names=existing_names,
         )
@@ -354,7 +279,11 @@ def cmd_bulk(args) -> int:
 
     pack["styles"] = sorted(
         pack["styles"],
-        key=lambda s: (str(s.get("category", "")).casefold(), str(s.get("name", "")).casefold(), str(s.get("id", ""))),
+        key=lambda style: (
+            str(style.get("category", "")).casefold(),
+            str(style.get("name", "")).casefold(),
+            str(style.get("id", "")),
+        ),
     )
     _write_json(pack_path, pack)
     print(f"Added {added} styles to {pack_path}")
@@ -364,55 +293,35 @@ def cmd_bulk(args) -> int:
 def _prompt_line(label: str, *, default: Optional[str] = None) -> str:
     if default is None:
         return input(f"{label}: ").strip()
-    v = input(f"{label} [{default}]: ").strip()
-    return v if v else default
+    value = input(f"{label} [{default}]: ").strip()
+    return value if value else default
 
 
 def cmd_wizard(args) -> int:
-    """
-    Interactive style creation helper.
-
-    Writes (or updates) a JSON pack under styles/packs/, defaulting to:
-      styles/packs/99_user_custom.json
-
-    User styles are always categorized under: User/<subcategory>
-    """
-    gen_mod = _load_generator_module()
     pack_path = os.path.abspath(args.pack)
     pack = _load_or_init_pack(pack_path)
-
-    all_styles = _load_all_styles()
-    existing_ids = {str(s.get("id")) for s in all_styles if s.get("id") is not None}
-    existing_names = {str(s.get("name")) for s in all_styles if s.get("name") is not None}
+    existing_ids, existing_names = _existing_identity_sets()
 
     print("PromptStyler: User Style Wizard")
     print("Tip: use comma-separated phrases (node splits default templates on ', ').")
     print("")
 
-    subcat_raw = _prompt_line("User subcategory (creates category User/<subcategory>)", default="Custom")
-    subcat = _normalize_user_subcategory(subcat_raw)
+    subcat = _normalize_user_subcategory(
+        _prompt_line("User subcategory (creates category User/<subcategory>)", default="Custom")
+    )
     category = f"User/{subcat}"
-
     name = _prompt_line("Style name")
     if not name.strip():
         print("ERROR: style name is required")
         return 2
 
-    core_raw = _prompt_line("Core descriptors (comma-separated)", default="")
-    details_raw = _prompt_line("Detail descriptors (comma-separated)", default="")
-    tags_raw = _prompt_line("Tags (comma-separated, optional)", default="")
-
-    core = _split_csv_list(core_raw)
-    details = _split_csv_list(details_raw)
-    tags = _split_csv_list(tags_raw)
-
-    # Always tag user styles for easier filtering/searching.
+    core = _split_csv_list(_prompt_line("Core descriptors (comma-separated)", default=""))
+    details = _split_csv_list(_prompt_line("Detail descriptors (comma-separated)", default=""))
+    tags = _split_csv_list(_prompt_line("Tags (comma-separated, optional)", default=""))
     tags.extend(["user", _slugify(subcat)])
-
-    flux = _prompt_line("Flux suffix (optional; blank to auto-generate)", default="").strip() or None
+    flux_suffix = _prompt_line("Flux suffix (optional; blank to auto-generate)", default="").strip() or None
 
     entry = _make_style_entry(
-        gen_mod,
         name=name,
         category=category,
         core=core,
@@ -420,7 +329,7 @@ def cmd_wizard(args) -> int:
         tags=tags,
         style_id=None,
         id_prefix=args.id_prefix,
-        flux_suffix=flux,
+        flux_suffix=flux_suffix,
         existing_ids=existing_ids,
         existing_names=existing_names,
     )
@@ -444,7 +353,11 @@ def cmd_wizard(args) -> int:
     pack["styles"].append(entry)
     pack["styles"] = sorted(
         pack["styles"],
-        key=lambda s: (str(s.get("category", "")).casefold(), str(s.get("name", "")).casefold(), str(s.get("id", ""))),
+        key=lambda style: (
+            str(style.get("category", "")).casefold(),
+            str(style.get("name", "")).casefold(),
+            str(style.get("id", "")),
+        ),
     )
     _write_json(pack_path, pack)
 
@@ -471,16 +384,8 @@ def main(argv: Optional[List[str]] = None) -> int:
     p_add.add_argument("--id", default=None, help="Optional explicit id (must be unique)")
     p_add.add_argument("--name", required=True, help="Style display name")
     p_add.add_argument("--category", required=True, help="Style category (as shown in the dropdown)")
-    p_add.add_argument(
-        "--core",
-        default="",
-        help="Comma-separated core descriptors (added to prefix after category base)",
-    )
-    p_add.add_argument(
-        "--details",
-        default="",
-        help="Comma-separated detail descriptors (added to suffix before category base)",
-    )
+    p_add.add_argument("--core", default="", help="Comma-separated core descriptors")
+    p_add.add_argument("--details", default="", help="Comma-separated detail descriptors")
     p_add.add_argument("--prefix-extra", default="", help="Alias for --core")
     p_add.add_argument("--suffix-extra", default="", help="Alias for --details")
     p_add.add_argument("--tags", default="", help="Comma-separated tags")
@@ -499,7 +404,11 @@ def main(argv: Optional[List[str]] = None) -> int:
     p_wizard.set_defaults(func=cmd_wizard)
 
     args = parser.parse_args(argv)
-    return int(args.func(args))
+    try:
+        return int(args.func(args))
+    except StyleLibraryError as exc:
+        print(f"ERROR: {exc}")
+        return 2
 
 
 if __name__ == "__main__":

tools/audit_styles.py

@@ -1,97 +1,91 @@
-import json
 import os
 import re
+import sys
 from collections import Counter
-from typing import Any, Dict, Iterable, List, Tuple
-
+from typing import List, Tuple
 
 ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
-PACKS_DIR = os.path.join(ROOT, "styles", "packs")
+if ROOT not in sys.path:
+    sys.path.insert(0, ROOT)
+
+from style_library import LOAD_POLICY_STRICT, StyleLibraryError, iter_pack_paths, load_style_library
 
 
-def _iter_pack_paths() -> Iterable[str]:
-    if not os.path.isdir(PACKS_DIR):
-        return []
-    for name in sorted(os.listdir(PACKS_DIR)):
-        if name.lower().endswith(".json"):
-            yield os.path.join(PACKS_DIR, name)
-
-
-def _load_all_styles() -> Tuple[List[Dict[str, Any]], List[str]]:
-    styles: List[Dict[str, Any]] = []
-    bad_packs: List[str] = []
-    for path in _iter_pack_paths():
-        try:
-            with open(path, "r", encoding="utf-8") as f:
-                data = json.load(f) or {}
-        except Exception:
-            bad_packs.append(path)
-            continue
-        styles.extend(data.get("styles", []) or [])
-    return styles, bad_packs
+ID_RE = re.compile(r"^[a-z0-9_]+$")
+COMMA_RE = re.compile(r",(?!\s)")
+BANNED_GEAR_TERMS = (
+    "softbox",
+    "soft box",
+    "strobe",
+    "speedlight",
+    "beauty dish",
+    "octabox",
+    "umbrella",
+    "ring light",
+    "ringlight",
+    "on-camera",
+    "on camera",
+    "tripod shot",
+)
+BANNED_GEAR_RES = [(term, re.compile(re.escape(term), re.IGNORECASE)) for term in BANNED_GEAR_TERMS]
 
 
 def main() -> int:
-    styles, bad_packs = _load_all_styles()
+    try:
+        library = load_style_library(load_policy=LOAD_POLICY_STRICT)
+    except StyleLibraryError as exc:
+        print(f"ERROR: {exc}")
+        return 2
 
-    if bad_packs:
-        print("WARN: unable to read some packs:")
-        for p in bad_packs:
-            print(f"  - {p}")
-
-    ids = [str(s.get("id", "")) for s in styles]
-    names = [str(s.get("name", "")) for s in styles]
-    cats = [str(s.get("category", "Uncategorized")) for s in styles]
+    styles = list(library.styles)
+    ids = [style.id for style in styles]
+    names = [style.name for style in styles]
+    categories = [style.category or "Uncategorized" for style in styles]
 
     print(f"styles: {len(styles)}")
-    print(f"packs: {len(list(_iter_pack_paths()))}")
+    print(f"packs: {len(iter_pack_paths())}")
     print("categories:")
-    for c, n in Counter(cats).most_common():
-        print(f"  {n:4d}  {c}")
+    for category, count in Counter(categories).most_common():
+        print(f"  {count:4d}  {category}")
 
     warnings: List[str] = []
-
-    id_re = re.compile(r"^[a-z0-9_]+$")
-    bad_ids = [sid for sid in ids if sid and not id_re.match(sid)]
+    bad_ids = [style_id for style_id in ids if style_id and not ID_RE.match(style_id)]
     if bad_ids:
         warnings.append(f"bad_ids: {len(bad_ids)} (expected snake_case [a-z0-9_])")
 
     empty_prefix = 0
     empty_suffix = 0
-    missing_default = 0
     missing_tags = 0
-    missing_flux_2_klein = 0
+    missing_variant = 0
     comma_without_space: List[Tuple[str, str]] = []
-    comma_re = re.compile(r",(?!\s)")
+    banned_gear_hits: List[Tuple[str, str, str]] = []
 
-    for s in styles:
-        sid = str(s.get("id", ""))
-        default = s.get("default", None)
-        if not isinstance(default, dict):
-            missing_default += 1
-            continue
-
-        prefix = str(default.get("prefix", "") or "")
-        suffix = str(default.get("suffix", "") or "")
+    for style in styles:
+        prefix = style.prefix or ""
+        suffix = style.suffix or ""
         if not prefix.strip():
             empty_prefix += 1
         if not suffix.strip():
             empty_suffix += 1
 
         for field, text in (("prefix", prefix), ("suffix", suffix)):
-            if comma_re.search(text):
-                comma_without_space.append((sid, field))
+            if COMMA_RE.search(text):
+                comma_without_space.append((style.id, field))
 
-        tags = s.get("tags", None)
-        if not isinstance(tags, list) or not any(str(t).strip() for t in tags):
+        variant_prefix, variant_suffix = style.variants.get("flux_2_klein", ("", ""))
+        if "flux_2_klein" not in style.variants:
+            missing_variant += 1
+
+        for field, text in (("prefix", prefix), ("suffix", suffix), ("flux_2_klein.prefix", variant_prefix), ("flux_2_klein.suffix", variant_suffix)):
+            if not text:
+                continue
+            for term, pattern in BANNED_GEAR_RES:
+                if pattern.search(text):
+                    banned_gear_hits.append((style.id, field, term))
+
+        if not style.tags:
             missing_tags += 1
 
-        models = s.get("models", {})
-        if not (isinstance(models, dict) and "flux_2_klein" in models):
-            missing_flux_2_klein += 1
-
-    if missing_default:
-        warnings.append(f"missing_or_bad_default: {missing_default}")
     if empty_prefix:
         warnings.append(f"empty_prefix: {empty_prefix}")
     if empty_suffix:
@@ -100,19 +94,23 @@ def main() -> int:
         warnings.append(f"comma_without_space: {len(comma_without_space)} (node splits on ', ')")
     if missing_tags:
         warnings.append(f"missing_tags: {missing_tags}")
-    if missing_flux_2_klein:
-        warnings.append(f"missing_models.flux_2_klein: {missing_flux_2_klein}")
-
-    # Quick uniqueness sanity (validate_styles.py is the source of truth).
+    if missing_variant:
+        warnings.append(f"missing_models.flux_2_klein: {missing_variant}")
     if len(set(ids)) != len(ids):
         warnings.append("duplicate_ids: detected")
     if len(set(names)) != len(names):
         warnings.append("duplicate_names: detected")
+    if banned_gear_hits:
+        warnings.append(f"banned_gear_terms: {len({style_id for style_id, _field, _term in banned_gear_hits})} styles")
 
     if warnings:
         print("warnings:")
-        for w in warnings:
-            print(f"  - {w}")
+        for warning in warnings:
+            print(f"  - {warning}")
+        if banned_gear_hits:
+            print("banned gear term examples:")
+            for style_id, field, term in banned_gear_hits[:20]:
+                print(f"  - {style_id} ({field}): {term}")
     else:
         print("warnings: none")
 
@@ -121,4 +119,3 @@ def main() -> int:
 
 if __name__ == "__main__":
     raise SystemExit(main())
-

tools/generate_style_packs.py

@@ -9,11 +9,17 @@ from __future__ import annotations
 
 import json
 import os
+import sys
 from dataclasses import dataclass
 from typing import Dict, Iterable, List, Optional, Sequence
 
 
 ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+if ROOT not in sys.path:
+    sys.path.insert(0, ROOT)
+
+from style_library import write_legacy_snapshot
+
 PACKS_DIR = os.path.join(ROOT, "styles", "packs")
 
 
@@ -39,8 +45,8 @@ CATEGORY_BASE_PREFIX = {
     ),
     "Product": (
         "commercial product photography",
-        "studio strobe lighting",
-        "seamless background",
+        "controlled studio lighting",
+        "minimal background",
         "controlled reflections",
         "clean composition",
     ),
@@ -55,7 +61,7 @@ CATEGORY_BASE_PREFIX = {
         "architectural photography",
         "straight verticals",
         "clean geometry",
-        "wide-angle lens",
+        "wide field of view",
         "realistic materials",
         "balanced natural light",
     ),
@@ -215,6 +221,15 @@ def flux_join_sentences(parts: Sequence[str]) -> str:
 def to_style_dict(s: StyleSpec) -> Dict:
     base_prefix = CATEGORY_BASE_PREFIX.get(s.category, ())
     base_suffix = CATEGORY_BASE_SUFFIX.get(s.category, ())
+    flux_sentences = list(s.flux_suffix_sentences)
+    # Reinforce each style with explicit cues (keep it style-only; avoid gear words).
+    z_prefix_hint = z_join(tuple(s.z_prefix)[:8])
+    z_suffix_hint = z_join(tuple(s.z_suffix)[:8])
+    if z_prefix_hint:
+        flux_sentences.append(f"Key cues: {z_prefix_hint}")
+    if z_suffix_hint:
+        flux_sentences.append(f"Finish cues: {z_suffix_hint}")
+    flux_sentences.append("Instruction: preserve the user prompt subject and add only stylistic cues")
     d = {
         "id": s.id,
         "name": s.name,
@@ -226,7 +241,7 @@ def to_style_dict(s: StyleSpec) -> Dict:
         "models": {
             # For FLUX 2 Klein, we keep style annotations at the end so the user's prompt
             # can still lead with the subject/action (word order matters).
-            "flux_2_klein": {"prefix": "", "suffix": flux_join_sentences(s.flux_suffix_sentences)},
+            "flux_2_klein": {"prefix": "", "suffix": flux_join_sentences(flux_sentences)},
         },
         "tags": list(s.tags),
     }
@@ -263,14 +278,31 @@ def _uniq(specs: List[StyleSpec]) -> List[StyleSpec]:
 def build() -> None:
     # Shared, reusable FLUX lighting phrases (keep them positive and concrete).
     flux_light_soft_window = (
-        "Lighting: soft, diffused natural light from a large window camera-left, gentle shadows"
+        "Lighting: soft, diffused key light from viewer-left, gentle shadows"
     )
     flux_light_dramatic_side = "Lighting: dramatic side lighting with deep shadows and bright highlights"
-    flux_light_golden_back = "Lighting: golden hour backlight with subtle lens flare and warm rim light"
+    flux_light_golden_back = "Lighting: golden hour backlight with warm rim light and gentle bloom"
     flux_light_overcast = "Lighting: overcast daylight, even illumination, soft shadow transitions"
-    flux_light_studio_softbox = "Lighting: studio strobe with a large softbox, clean specular highlights"
+    flux_light_studio_softbox = "Lighting: large diffused key light with clean specular highlights"
     flux_light_neon = "Lighting: mixed neon and streetlight sources, colored rim light, reflective surfaces"
 
+    def _flux_style_label(name: str) -> str:
+        """
+        Convert UI-facing style names into gear-neutral prose for Flux guidance.
+
+        Goal: keep the style intent, but avoid explicit photo/cinema equipment words
+        that can accidentally bias the model into adding objects/props.
+        """
+
+        n = (name or "").strip().casefold()
+        overrides = {
+            "on-camera flash": "direct flash snapshot",
+            "ring flash portrait": "on-axis circular flash portrait",
+            "tilt-shift miniature": "miniature diorama perspective effect",
+            "aerial drone photo": "aerial top-down photograph",
+        }
+        return overrides.get(n, n)
+
     # A small seed set that we can scale via curated variations.
     cinema: List[StyleSpec] = []
     photo: List[StyleSpec] = []
@@ -309,7 +341,7 @@ def build() -> None:
             name="Cinematic Anamorphic",
             category="Cinema",
             tags=("cinematic", "film", "anamorphic"),
-            z_prefix=("cinematic", "anamorphic lens", "shallow depth of field", "dramatic lighting"),
+            z_prefix=("cinematic", "anamorphic look", "shallow depth of field", "dramatic lighting"),
             z_suffix=("film grain", "subtle halation", "rich contrast", "color graded"),
             flux_suffix_sentences=(
                 "Style: cinematic anamorphic film still, shallow depth of field",
@@ -325,9 +357,9 @@ def build() -> None:
         ("Neo Noir", ("neo-noir", "moody contrast", "deep shadows", "night scene"), flux_light_neon),
         ("Gritty Crime Thriller", ("gritty crime thriller", "handheld feel", "muted colors"), flux_light_dramatic_side),
         ("Dreamy Romance", ("dreamy cinematic", "soft focus", "warm tones"), flux_light_golden_back),
-        ("Sci-Fi Neon", ("sci-fi cinematic", "neon glow", "wet streets", "atmospheric haze"), flux_light_neon),
+        ("Sci-Fi Neon", ("sci-fi cinematic", "neon glow", "wet reflective surfaces", "atmospheric haze"), flux_light_neon),
         ("Epic Fantasy", ("epic cinematic", "volumetric light rays", "dramatic scale"), "Lighting: god rays through haze, high dynamic range"),
-        ("Documentary Handheld", ("documentary", "handheld camera", "natural light", "authentic moments"), flux_light_overcast),
+        ("Documentary Handheld", ("documentary", "handheld framing", "natural light", "authentic moments"), flux_light_overcast),
         ("Vintage 16mm", ("16mm film look", "visible grain", "soft contrast"), "Lighting: practical tungsten lamps, warm falloff"),
         ("Vintage 35mm", ("35mm film look", "gentle grain", "natural color"), flux_light_soft_window),
         ("IMAX Blockbuster", ("large format cinema", "crisp detail", "dramatic composition"), "Lighting: high-impact key light with controlled fill"),
@@ -361,13 +393,13 @@ def build() -> None:
         ("Rainy Night Alley", ("cinematic night scene", "rainy street", "wet reflections"), flux_light_neon),
         ("Bright Day Comedy", ("bright cinematic", "clean colors", "lighthearted tone"), "Lighting: bright daylight with soft fill, cheerful contrast"),
         ("Mystery Thriller", ("mystery thriller", "moody", "subtle haze"), flux_light_dramatic_side),
-        ("High-Speed Action", ("action blockbuster", "dynamic camera", "sharp highlights"), "Lighting: high-impact lighting, crisp highlights, controlled motion blur"),
+        ("High-Speed Action", ("action blockbuster", "dynamic framing", "sharp highlights"), "Lighting: high-impact lighting, crisp highlights, controlled motion blur"),
         ("Courtroom Drama", ("dramatic courtroom scene", "serious tone", "clean framing"), flux_light_soft_window),
         ("Coming-of-Age", ("warm cinematic", "naturalistic", "gentle grain"), flux_light_golden_back),
         ("Slow Cinema", ("slow cinema", "minimalist framing", "quiet atmosphere"), flux_light_overcast),
         ("Surreal Dream Sequence", ("surreal cinematic", "soft diffusion", "dreamlike haze"), "Lighting: ethereal soft light with gentle bloom and haze"),
         ("War Documentary", ("war documentary", "gritty realism", "handheld"), flux_light_overcast),
-        ("Sports Broadcast Cinematic", ("sports cinematic", "telephoto compression", "fast shutter feel"), "Lighting: stadium lights, crisp highlights, dynamic contrast"),
+        ("Sports Broadcast Cinematic", ("sports cinematic", "compressed perspective", "fast shutter feel"), "Lighting: stadium lights, crisp highlights, dynamic contrast"),
         ("Retro Futurism", ("retro futurism", "clean shapes", "neon accents"), flux_light_neon),
         ("Urban Nightscape", ("urban night cinematic", "city lights", "bokeh"), flux_light_neon),
         ("Snowstorm Survival", ("cinematic survival", "snowstorm", "cold palette"), "Lighting: cold overcast light with blowing snow and low visibility"),
@@ -450,10 +482,10 @@ def build() -> None:
             name="Clean Product Photo",
             category="Product",
             tags=("product", "studio", "commercial"),
-            z_prefix=("studio product photography", "clean background", "softbox lighting", "sharp focus"),
+            z_prefix=("studio product photography", "clean background", "diffused studio lighting", "sharp focus"),
             z_suffix=("high detail", "minimal reflections", "crisp edges"),
             flux_suffix_sentences=(
-                "Style: professional studio product photograph on a clean seamless background",
+                "Style: professional studio product photograph on a clean minimal background",
                 flux_light_studio_softbox,
                 "Composition: centered, clean silhouette, crisp edges",
             ),
@@ -461,8 +493,8 @@ def build() -> None:
     )
 
     portrait_light_setups = [
-        ("Rembrandt Portrait", ("portrait photography", "Rembrandt lighting", "85mm lens", "shallow depth of field"), flux_light_soft_window),
-        ("Butterfly Lighting Portrait", ("portrait photography", "butterfly lighting", "beauty dish", "clean catchlights"), "Lighting: beauty dish overhead, soft fill, clean shadows under cheekbones"),
+        ("Rembrandt Portrait", ("portrait photography", "Rembrandt lighting", "portrait compression", "shallow depth of field"), flux_light_soft_window),
+        ("Butterfly Lighting Portrait", ("portrait photography", "butterfly lighting", "centered key light", "clean catchlights"), "Lighting: centered overhead key light with soft fill, clean shadows under cheekbones"),
         ("Split Lighting Portrait", ("portrait photography", "split lighting", "high contrast"), flux_light_dramatic_side),
         ("High Key Studio Portrait", ("high key portrait", "bright background", "soft shadows"), "Lighting: broad soft key, high fill ratio, bright seamless background"),
         ("Low Key Studio Portrait", ("low key portrait", "deep shadows", "dramatic contrast"), flux_light_dramatic_side),
@@ -470,7 +502,7 @@ def build() -> None:
         ("Street Portrait", ("street portrait", "candid", "natural light"), flux_light_overcast),
         ("Editorial Portrait", ("editorial portrait", "stylized lighting", "clean composition"), flux_light_studio_softbox),
         ("Rim Light Portrait", ("portrait photography", "rim light", "dark background", "subject separation"), "Lighting: strong rim light from behind, soft key, deep background"),
-        ("Broad Lighting Portrait", ("portrait photography", "broad lighting", "soft shadows"), "Lighting: key light on the camera side of the face, soft fill"),
+        ("Broad Lighting Portrait", ("portrait photography", "broad lighting", "soft shadows"), "Lighting: key light on the near side of the face, soft fill"),
         ("Short Lighting Portrait", ("portrait photography", "short lighting", "sculpted face"), "Lighting: key light on the far side of the face, controlled fill"),
     ]
     for name, ztags, flux_light in portrait_light_setups:
@@ -495,30 +527,30 @@ def build() -> None:
         ("Travel Documentary", ("travel documentary photography", "authentic details", "natural color"), flux_light_soft_window),
         ("Food Photography", ("food photography", "shallow depth of field", "appetizing lighting"), flux_light_soft_window),
         ("Macro Photography", ("macro photography", "extreme close-up", "micro texture", "shallow depth of field"), "Lighting: diffused macro lighting, controlled reflections, crisp microtexture"),
-        ("Wildlife Photography", ("wildlife photography", "telephoto lens", "natural habitat"), flux_light_golden_back),
+        ("Wildlife Photography", ("wildlife photography", "compressed perspective", "natural habitat"), flux_light_golden_back),
         ("Architecture Photography", ("architecture photography", "straight lines", "clean geometry"), flux_light_overcast),
-        ("Interior Photography", ("interior photography", "wide angle lens", "natural window light"), flux_light_soft_window),
-        ("Aerial Drone Photo", ("aerial drone photography", "top-down view", "sharp detail"), "Lighting: clear daylight with defined but soft shadows"),
-        ("Long Exposure", ("long exposure photography", "motion blur trails", "tripod shot"), "Lighting: dusk ambient with long exposure light trails"),
+        ("Interior Photography", ("interior photography", "wide field of view", "soft natural light"), flux_light_soft_window),
+        ("Aerial Drone Photo", ("aerial photography", "top-down view", "sharp detail"), "Lighting: clear daylight with defined but soft shadows"),
+        ("Long Exposure", ("long exposure photography", "motion blur trails", "locked-off frame"), "Lighting: dusk ambient with long exposure light trails"),
         ("Black and White", ("black and white photography", "strong tonal range", "fine grain"), flux_light_dramatic_side),
         ("Infrared", ("infrared photography", "surreal foliage tones", "high contrast"), "Lighting: bright midday sun, strong infrared contrast"),
-        ("Tilt-Shift Miniature", ("tilt-shift photography", "miniature effect", "selective focus"), "Lighting: daylight with crisp miniature-scale shadows"),
+        ("Tilt-Shift Miniature", ("miniature perspective effect", "selective focus", "diorama-like scale"), "Lighting: daylight with crisp miniature-scale shadows"),
         ("Night Street Photo", ("night street photography", "city lights", "bokeh", "wet reflections"), flux_light_neon),
         ("Concert Photography", ("concert photography", "stage lights", "dynamic contrast"), "Lighting: dramatic stage lighting with colored highlights"),
         ("Automotive Photo", ("automotive photography", "clean reflections", "sharp lines"), "Lighting: controlled reflections, crisp highlights, studio or golden hour"),
         ("Wedding Photo", ("wedding photography", "soft romantic light", "candid moments"), flux_light_golden_back),
         ("Still Life Photo", ("still life photography", "careful composition", "soft shadows"), flux_light_soft_window),
         ("Flat Lay", ("flat lay photography", "top-down", "organized composition"), "Lighting: soft overhead diffused light, minimal harsh shadows"),
-        ("On-Camera Flash", ("direct flash photography", "hard shadows", "party snapshot"), "Lighting: on-camera flash, hard shadows, punchy contrast"),
-        ("Ring Flash Portrait", ("ring flash portrait", "crisp catchlight", "high clarity"), "Lighting: ring flash with crisp shadows and clean contrast"),
+        ("On-Camera Flash", ("direct flash photography", "hard shadows", "party snapshot"), "Lighting: direct on-axis flash, hard shadows, punchy contrast"),
+        ("Ring Flash Portrait", ("on-axis circular flash portrait", "crisp catchlight", "high clarity"), "Lighting: on-axis circular flash with crisp shadows and clean contrast"),
         ("Cinematic Backlight", ("backlit photography", "rim light", "atmospheric haze"), flux_light_golden_back),
         ("Silhouette", ("silhouette photography", "strong backlight", "clean outline"), "Lighting: strong backlight creating a crisp silhouette"),
         ("Rainy Window", ("moody window scene", "raindrops on glass", "soft bokeh"), flux_light_soft_window),
         ("Astrophotography", ("astrophotography", "night sky", "stars", "clean exposure"), "Lighting: moonless night, crisp stars, low noise look"),
-        ("Milky Way Landscape", ("milky way", "night landscape", "wide angle", "stars"), "Lighting: starlight and faint airglow, crisp night contrast"),
+        ("Milky Way Landscape", ("milky way", "night landscape", "wide field of view", "stars"), "Lighting: starlight and faint airglow, crisp night contrast"),
         ("Underwater Photo", ("underwater photography", "clear water", "floating particles", "blue tones"), "Lighting: underwater light beams and caustics, soft particulate haze"),
-        ("Real Estate Photo", ("real estate photography", "wide angle", "clean lines", "bright interior"), flux_light_soft_window),
-        ("Sports Action Freeze", ("sports photography", "fast shutter", "sharp action", "telephoto"), "Lighting: stadium lighting, crisp highlights, frozen motion"),
+        ("Real Estate Photo", ("real estate photography", "wide field of view", "clean lines", "bright interior"), flux_light_soft_window),
+        ("Sports Action Freeze", ("sports photography", "fast shutter", "sharp action", "compressed perspective"), "Lighting: stadium lighting, crisp highlights, frozen motion"),
         ("Motion Blur Action", ("motion blur", "panning shot", "dynamic movement"), "Lighting: controlled highlights supporting motion blur and panning"),
     ]
     for name, ztags, flux_light in photo_genres:
@@ -531,7 +563,7 @@ def build() -> None:
                 z_prefix=ztags,
                 z_suffix=("realistic detail", "clean color", "natural contrast"),
                 flux_suffix_sentences=(
-                    f"Style: {name.lower()}, realistic photograph",
+                    f"Style: {_flux_style_label(name)}, realistic photograph",
                     flux_light,
                     "Mood: grounded, natural, believable",
                 ),
@@ -573,7 +605,7 @@ def build() -> None:
         ("Moody Window Light", ("window light", "soft shadows", "intimate mood"), flux_light_soft_window),
         ("Backlit Rim Light", ("backlit", "rim light", "atmospheric haze"), flux_light_golden_back),
         ("Volumetric Light Beams", ("volumetric light", "god rays", "haze"), "Lighting: strong directional light creating volumetric beams through haze"),
-        ("Rain Reflections", ("wet streets", "reflections", "night bokeh"), flux_light_neon),
+        ("Rain Reflections", ("wet reflective surfaces", "reflections", "night bokeh"), flux_light_neon),
         ("Minimalist Studio", ("minimalist studio photo", "clean seamless", "controlled reflections"), flux_light_studio_softbox),
         ("Close-Up Texture Study", ("close-up photo", "micro texture", "tactile detail"), "Lighting: raking light to reveal texture and surface detail"),
         ("Soft Overcast Natural", ("soft overcast", "even skin tones", "gentle contrast"), flux_light_overcast),
@@ -600,11 +632,11 @@ def build() -> None:
 
     # Lens / camera vibes (helpful shorthand; keep it generic).
     lens_vibes = [
-        ("24mm Wide Angle", ("wide angle", "24mm lens feel", "strong perspective"), "Composition: wide-angle perspective with strong leading lines"),
-        ("35mm Documentary", ("35mm lens feel", "documentary framing", "natural perspective"), "Composition: documentary framing with natural perspective"),
-        ("50mm Natural", ("50mm lens feel", "natural perspective", "balanced framing"), "Composition: balanced perspective and natural proportions"),
-        ("85mm Portrait", ("85mm lens feel", "portrait compression", "shallow depth of field"), "Composition: flattering compression with shallow depth of field"),
-        ("135mm Telephoto", ("telephoto compression", "135mm lens feel", "compressed background"), "Composition: strong telephoto compression and layered background"),
+        ("24mm Wide Angle", ("wide field of view", "24mm perspective", "strong perspective"), "Composition: wide field of view with strong leading lines"),
+        ("35mm Documentary", ("35mm perspective", "documentary framing", "natural perspective"), "Composition: documentary framing with natural perspective"),
+        ("50mm Natural", ("50mm perspective", "natural perspective", "balanced framing"), "Composition: balanced perspective and natural proportions"),
+        ("85mm Portrait", ("85mm portrait perspective", "portrait compression", "shallow depth of field"), "Composition: flattering compression with shallow depth of field"),
+        ("135mm Telephoto", ("strong compression", "135mm compressed perspective", "compressed background"), "Composition: strong compression and layered background"),
     ]
     for name, ztags, flux_comp in lens_vibes:
         photo.append(
@@ -616,7 +648,7 @@ def build() -> None:
                 z_prefix=ztags,
                 z_suffix=("clean optics", "natural contrast"),
                 flux_suffix_sentences=(
-                    "Style: realistic photograph with a specific lens perspective",
+                    "Style: realistic photograph with a specific perspective and field of view",
                     flux_comp,
                     flux_light_overcast,
                 ),
@@ -1439,7 +1471,7 @@ def build() -> None:
         ("Glossy Fashion Editorial", ("fashion editorial", "studio lighting", "high contrast", "clean backdrop"), flux_light_studio_softbox),
         ("Streetwear Lookbook", ("streetwear lookbook", "candid pose", "urban backdrop"), flux_light_overcast),
         ("Runway Backstage", ("backstage fashion", "documentary feel", "available light"), flux_light_soft_window),
-        ("High Fashion Beauty Shot", ("beauty shot", "clean skin", "beauty lighting", "sharp eyes"), "Lighting: beauty dish with soft fill, clean catchlights, smooth gradients"),
+        ("High Fashion Beauty Shot", ("beauty shot", "clean skin", "beauty lighting", "sharp eyes"), "Lighting: centered beauty lighting with soft fill, clean catchlights, smooth gradients"),
         ("Minimal Editorial", ("minimal fashion editorial", "neutral palette", "clean composition"), flux_light_studio_softbox),
         ("Vintage Editorial", ("vintage fashion editorial", "film grain", "muted palette"), flux_light_soft_window),
         ("Outdoor Editorial", ("fashion editorial outdoors", "wind", "natural light"), flux_light_golden_back),
@@ -1498,12 +1530,12 @@ def build() -> None:
     # --- Nature ---
     nature_styles = [
         ("Misty Forest", ("nature photography", "misty forest", "atmospheric depth"), "Lighting: diffused fog light, soft beams through trees"),
-        ("Mountain Vista", ("landscape photography", "mountain vista", "wide angle"), flux_light_golden_back),
+        ("Mountain Vista", ("landscape photography", "mountain vista", "wide field of view"), flux_light_golden_back),
         ("Seascape", ("seascape photography", "waves", "horizon line"), "Lighting: soft overcast coastal light, subtle specular highlights"),
-        ("Desert Dunes", ("desert landscape", "sand dunes", "ripples", "wide angle"), "Lighting: low sun casting long shadows across dune ridges"),
+        ("Desert Dunes", ("desert landscape", "sand dunes", "ripples", "wide field of view"), "Lighting: low sun casting long shadows across dune ridges"),
         ("Autumn Leaves", ("nature close-up", "autumn leaves", "rich colors", "bokeh"), flux_light_soft_window),
         ("Rainforest", ("rainforest", "lush greens", "humid haze", "detailed foliage"), "Lighting: filtered sunlight through canopy, humid atmosphere"),
-        ("Aurora Night", ("aurora", "night sky", "wide angle", "stars"), "Lighting: moonless night with aurora glow, crisp stars"),
+        ("Aurora Night", ("aurora", "night sky", "wide field of view", "stars"), "Lighting: moonless night with aurora glow, crisp stars"),
         ("Stormy Coast", ("stormy seascape", "dramatic clouds", "waves"), "Lighting: storm light with high contrast clouds, moody atmosphere"),
         ("Wildflower Meadow", ("wildflower meadow", "soft bokeh", "pastel colors"), flux_light_golden_back),
         ("Snowy Pines", ("snowy forest", "cold palette", "fine detail"), "Lighting: bright overcast snow light, soft shadow transitions"),
@@ -1600,8 +1632,13 @@ def build() -> None:
             grades,
         )
     )
+    snapshot_total = write_legacy_snapshot()
     print(f"Wrote style packs: {total} styles -> {PACKS_DIR}")
+    print(f"Updated legacy snapshot: {snapshot_total} styles -> {os.path.join(ROOT, 'styles', 'styles_v1.json')}")
 
 
 if __name__ == "__main__":
     build()
+
+
+

tools/sync_legacy_styles.py

@@ -0,0 +1,23 @@
+import os
+import sys
+
+ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+if ROOT not in sys.path:
+    sys.path.insert(0, ROOT)
+
+from style_library import LOAD_POLICY_STRICT, StyleLibraryError, write_legacy_snapshot
+
+
+def main() -> int:
+    try:
+        total = write_legacy_snapshot(load_policy=LOAD_POLICY_STRICT)
+    except StyleLibraryError as exc:
+        print(f"ERROR: {exc}")
+        return 2
+
+    print(f"Updated styles/styles_v1.json with {total} merged styles")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

tools/validate_styles.py

@@ -1,64 +1,37 @@
-import json
 import os
 import sys
 
+ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+if ROOT not in sys.path:
+    sys.path.insert(0, ROOT)
+
+from style_library import LOAD_POLICY_STRICT, StyleLibraryError, load_style_library
+
 
 def main() -> int:
-    root = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
-    packs_dir = os.path.join(root, "styles", "packs")
-
-    data = {"styles": []}
-    if os.path.isdir(packs_dir):
-        for name in sorted(os.listdir(packs_dir)):
-            if not name.lower().endswith(".json"):
-                continue
-            path = os.path.join(packs_dir, name)
-            with open(path, "r", encoding="utf-8") as f:
-                part = json.load(f) or {}
-            data["styles"].extend(part.get("styles", []) or [])
-    else:
-        path = os.path.join(root, "styles", "styles_v1.json")
-        with open(path, "r", encoding="utf-8") as f:
-            data = json.load(f)
-
-    styles = data.get("styles", [])
-    if not isinstance(styles, list):
-        print("ERROR: styles must be a list")
+    try:
+        library = load_style_library(load_policy=LOAD_POLICY_STRICT)
+    except StyleLibraryError as exc:
+        print(f"ERROR: {exc}")
         return 2
 
     ids = set()
     names = set()
     ok = True
-    for i, s in enumerate(styles):
-        sid = s.get("id")
-        name = s.get("name")
-        if not sid or not name:
-            print(f"ERROR: styles[{i}] missing id or name")
+    for style in library.styles:
+        if style.id in ids:
+            print(f"ERROR: duplicate id: {style.id}")
             ok = False
-            continue
-        if sid in ids:
-            print(f"ERROR: duplicate id: {sid}")
+        if style.name in names:
+            print(f"ERROR: duplicate name: {style.name}")
             ok = False
-        if name in names:
-            print(f"ERROR: duplicate name: {name}")
-            ok = False
-        ids.add(sid)
-        names.add(name)
-
-        default = s.get("default", {})
-        if not isinstance(default, dict):
-            print(f"ERROR: styles[{i}].default must be an object")
-            ok = False
-            continue
-        for k in ("prefix", "suffix"):
-            if k not in default:
-                print(f"ERROR: styles[{i}].default missing {k}")
-                ok = False
+        ids.add(style.id)
+        names.add(style.name)
 
     if not ok:
         return 2
 
-    print(f"OK: {len(styles)} styles; {len(ids)} unique ids; {len(names)} unique names")
+    print(f"OK: {len(library.styles)} styles; {len(ids)} unique ids; {len(names)} unique names")
     return 0
 
 

tools/version_sync.py

@@ -0,0 +1,77 @@
+import argparse
+import json
+import os
+import sys
+
+ROOT = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+VERSION_PATH = os.path.join(ROOT, "VERSION")
+INIT_PATH = os.path.join(ROOT, "__init__.py")
+MANIFEST_PATH = os.path.join(ROOT, ".release-please-manifest.json")
+
+
+def _read_version() -> str:
+    with open(VERSION_PATH, "r", encoding="utf-8") as handle:
+        return handle.read().strip()
+
+
+def _read_manifest_version() -> str:
+    with open(MANIFEST_PATH, "r", encoding="utf-8") as handle:
+        data = json.load(handle) or {}
+    return str(data.get(".", "")).strip()
+
+
+def _write_manifest_version(version: str) -> None:
+    with open(MANIFEST_PATH, "w", encoding="utf-8") as handle:
+        json.dump({".": version}, handle, indent=2, ensure_ascii=True)
+        handle.write("\n")
+
+
+def _init_reads_version_file() -> bool:
+    with open(INIT_PATH, "r", encoding="utf-8") as handle:
+        text = handle.read()
+    return "_read_version()" in text and 'os.path.join(here, "VERSION")' in text
+
+
+def cmd_check(_args) -> int:
+    version = _read_version()
+    manifest_version = _read_manifest_version()
+    ok = True
+
+    if not _init_reads_version_file():
+        print("ERROR: __init__.py is no longer reading VERSION directly")
+        ok = False
+
+    if manifest_version != version:
+        print(f"ERROR: .release-please-manifest.json ({manifest_version}) does not match VERSION ({version})")
+        ok = False
+
+    if not ok:
+        return 2
+
+    print(f"OK: VERSION, __init__.py, and .release-please-manifest.json are aligned at {version}")
+    return 0
+
+
+def cmd_write(_args) -> int:
+    version = _read_version()
+    _write_manifest_version(version)
+    print(f"Updated .release-please-manifest.json -> {version}")
+    return 0
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(prog="version_sync.py", description="Check or sync version metadata")
+    sub = parser.add_subparsers(dest="cmd", required=True)
+
+    p_check = sub.add_parser("check", help="Validate VERSION, __init__.py, and release manifest alignment")
+    p_check.set_defaults(func=cmd_check)
+
+    p_write = sub.add_parser("write", help="Write manifest version from VERSION")
+    p_write.set_defaults(func=cmd_write)
+
+    args = parser.parse_args(argv)
+    return int(args.func(args))
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())