DemonGatanjieuandClaude Opus 5.5 f96a3d1056 Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches ...

From six Gemini 3.8 Flash runs of one question (Harem 1.5, then a Kirazuri v4 Tile redraw, then
faces and hands), recorded in tool-exam.md:
- begin_task's ways and the empty-canvas hint name add_nodes(plan=[...]); a route without its
  models and "several samplers" say what to do instead.
- A plan is two steps or more (no one-step probe card for the user); a model may be named by its
  name when only one main model has it; a way for a handed-over picture (fix_hands) gives way to
  its use's way that goes on from the step before.
- The user's rule is kept in run_workflow: a plan's first run is three bases, and the whole is
  refused once until they pick (an AI told "go on without" calls again).
- canvas_roles takes a "...model" path past size-bound patches (LLLite, ControlNet, T2I-Adapter):
  face detailing after a Tile redraw took the LLLite-patched model and crashed ComfyUI.
Last run: plan, build, three bases, pick, the whole from the picked base, no crash; 27 calls,
4 failed (each an empty first try).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

2026-11-09 02:41:01 +08:00

..

blocks

Let ready-made blocks say what they hand the next one, and build them as a chain

2026-11-09 00:42:56 +08:00

examples

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

mcp_app

Add privacy mode: a private task sends the AI none of its pictures

2026-10-31 15:20:41 +08:00

skills

Merge the upscale ways into three; repaint is one use for the AI

2026-11-04 02:32:09 +08:00

__init__.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

action_catalog.py

Give the AI Anomalous's manual on demand, and free room in the tool list

2026-11-09 00:10:51 +08:00

activity_log.py

The AI builds workflows on the canvas the user sees

2026-10-22 18:56:23 +08:00

ai_answer_wait.py

Add the training network and AI-run training rounds

2026-11-01 13:02:59 +08:00

ai_bases.py

After the Flash exam: kept bases are no outside change, one pass picks no base

2026-11-04 12:07:29 +08:00

ai_callers.py

Go on in the task the user wrote to, not a new one

2026-10-26 00:30:22 +08:00

ai_decisions.py

Add privacy mode: a private task sends the AI none of its pictures

2026-10-31 15:20:41 +08:00

ai_gates.py

Make the new-route reminder say try it, not change models

2026-11-04 14:12:50 +08:00

ai_marks.py

Let the AI agree on the repaint area with the user first

2026-10-26 02:02:50 +08:00

ai_message_refs.py

Dock the message box at the foot of the task like a chat composer

2026-10-23 21:11:10 +08:00

ai_outside.py

After the Flash exam: kept bases are no outside change, one pass picks no base

2026-11-04 12:07:29 +08:00

ai_panel_parts.py

Pick a base: run the first pass alone as previews, keep the one picked

2026-11-04 00:17:42 +08:00

ai_panels.py

Show the AI's plan as a blueprint card and build it when the user says so

2026-11-09 01:28:07 +08:00

ai_pictures.py

Give Load Image an input copy of an output picture, and tell the AI what the page marks missing

2026-10-29 14:37:09 +08:00

ai_plans.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

ai_privacy.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_repaint.py

Let the AI agree on the repaint area with the user first

2026-10-26 02:02:50 +08:00

ai_run_control.py

Move training out of AMB: drop the run record and the training network

2026-11-01 21:11:05 +08:00

ai_run_map.py

What the AI ran, a canvas tab of the task's own, and pictures straight to the AI

2026-10-23 00:56:01 +08:00

ai_run_tracking.py

Make tools easier to get right on the first call, from a Flash exam

2026-10-26 16:24:58 +08:00

ai_run_watch.py

Warn about a sampler's size only past what a 6 GB card did fine

2026-10-29 16:03:29 +08:00

ai_sealed.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_skills.py

Give a private task its own skill only, in the Ways panel too

2026-10-31 16:15:48 +08:00

ai_task_canvas.py

Add a group of nodes to the open canvas in one call

2026-10-24 15:20:20 +08:00

ai_task_changes.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_task_handoff.py

A failure that named no target is resolved by a later success of its tool

2026-10-27 15:30:08 +08:00

ai_task_links.py

AI task list: lines of tasks stand together, a more button on each row

2026-11-05 18:42:50 +08:00

ai_task_runs.py

Pick a base: run the first pass alone as previews, keep the one picked

2026-11-04 00:17:42 +08:00

ai_tasks_routes.py

Show the AI's plan as a blueprint card and build it when the user says so

2026-11-09 01:28:07 +08:00

ai_tasks.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

ai_toolbox_catalog.py

Make the materials picker's models work like the Models page

2026-11-06 02:01:40 +08:00

ai_toolbox.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

audio_catalog.py

feat(files): deleting the user's files goes to the Recycle Bin

2026-10-02 01:42:49 +08:00

audio_metadata.py

feat(audio): engine switch with runtime detection; GPT-SoVITS via Anomalous_TTS

2026-09-24 13:13:49 +00:00

backup.py

Keep saves for good, per workflow, with the pictures they made

2026-11-04 16:29:30 +08:00

block_chain.py

Let ready-made blocks say what they hand the next one, and build them as a chain

2026-11-09 00:42:56 +08:00

block_models.json

Fix hands with a SAM3 pass first; enlarge at the mid-way switch

2026-11-03 04:49:20 +08:00

config.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

download_sources.py

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +08:00

example_workflows.py

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

folder_types.py

feat: Hugging Face first with the mirror, model card covers, text encoders shown, header search

2026-10-06 03:37:17 +08:00

gallery_routes.py

Never send a video as its own gallery card

2026-10-29 14:43:42 +08:00

hf_card.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

huge_picture.py

Keep very large pictures from freezing the gallery

2026-10-29 14:23:22 +08:00

image_search.py

Tidy: models and node packs not used lately

2026-10-14 20:28:44 +08:00

kept_images.py

A combo's page redone; the gallery's Kept view

2026-10-19 16:52:03 +08:00

local_guard.py

Merge branch 'main' into feature/1.63

2026-11-08 01:36:44 +08:00

lora_info.py

feat(lora): one way to insert a LoRA, for Current node and MCP alike

2026-10-05 23:00:32 +08:00

manager_catalog.py

Model Check: ComfyUI-Manager's place in the rules

2026-10-19 23:08:29 +08:00

material_assets.py

fix: offline scans stay offline, workshop snap dock, 400 on malformed requests

2026-09-29 15:36:07 +08:00

material_schema.py

Keep gallery results as a workflow, a combo or prompts

2026-10-03 22:32:51 +08:00

material_store.py

Remove the Material Library page; Prompts opens Prompt Studio

2026-10-03 22:59:35 +08:00

materials.py

Say a prompt's role for values kept from pictures

2026-11-06 16:54:43 +08:00

mcp_actions.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

mcp_apps.py

Show the AI's plan as a blueprint card and build it when the user says so

2026-11-09 01:28:07 +08:00

mcp_arguments.py

Correct a needed argument only from a known other name

2026-10-26 21:34:04 +08:00

mcp_bridge.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

mcp_canvas_edit.py

Show the AI's plan as a blueprint card and build it when the user says so

2026-11-09 01:28:07 +08:00

mcp_directory.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

mcp_fill.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

mcp_fit.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_guide.py

Name every guide topic when the AI guesses a wrong one, and record the exam

2026-11-09 00:27:30 +08:00

mcp_look.py

Shorten the daily tools' descriptions and begin_task's rules

2026-10-24 15:54:42 +08:00

mcp_model_use.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

mcp_plans.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

mcp_prompts.py

The AI asks in Anomalous: ask_user, with a suggested option and a line of the user's own

2026-10-22 20:51:03 +08:00

mcp_routes.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

mcp_server.py

Give the AI Anomalous's manual on demand, and free room in the tool list

2026-11-09 00:10:51 +08:00

mcp_situation.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

mcp_task_tools.py

Make plans what the AI reaches for, keep the user's base pick, take models past Tile patches

2026-11-09 02:41:01 +08:00

mcp_tools.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

media_routes.py

Keep very large pictures from freezing the gallery

2026-10-29 14:23:22 +08:00

metadata.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

model_advice.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

model_catalog.py

Quick search on the canvas (Alt+B)

2026-10-19 15:34:41 +08:00

model_constants.py

Make Model Check offer same-name files as candidates, not as the same file

2026-10-03 14:23:05 +08:00

model_download.py

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +08:00

model_folder.py

Merge feature/next: models that are links, taken as named

2026-10-16 21:18:31 +08:00

model_guide.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

model_heads.py

Fix model kinds misread from headers, checked against real files

2026-10-31 11:15:37 +08:00

model_import.py

Add "Change type" for a model, and check copies at start, middle and end

2026-10-23 21:44:59 +08:00

model_media.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_metadata.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_placement.py

Fix model kinds misread from headers, checked against real files

2026-10-31 11:15:37 +08:00

model_profiles.json

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

model_resolution.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_type_listing.py

Faster model cards, video posters, and a settings page

2026-10-03 12:00:47 +08:00

model_usage.py

Tidy: "I still use it" for node packs no record can judge

2026-10-14 21:59:50 +08:00

models.py

Scan settings say what a scan will do; a new model picker

2026-10-11 12:50:20 +08:00

network_check.py

Civitai: ask civitai.red when civitai.com does not answer

2026-10-16 19:49:29 +08:00

node_material.py

feat(node): Current node panel with one list of saved parameters

2026-10-02 06:09:49 +08:00

notebooks.py

List combos in Current node and put the rail's tools by use

2026-11-06 02:28:37 +08:00

parameters.py

Current node: where saved values came from, their picture, side by side

2026-10-11 17:41:23 +08:00

path_utils.py

Models that are links: taken as named, covers and info beside the link

2026-10-16 21:12:15 +08:00

picture_mask.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

quick_index.py

Make the materials picker's models work like the Models page

2026-11-06 02:01:40 +08:00

recipe_constants.py

Focus values: mark what matters most in a workflow

2026-10-11 01:03:40 +08:00

recipe_images.py

Current node: where saved values came from, their picture, side by side

2026-10-11 17:41:23 +08:00

recipe_packages.py

Recipe packages: tell the receiver about the cover; unstretched cover preview

2026-10-07 01:14:29 +08:00

recipe_schema.py

Read the LoRAs of popular third-party nodes wherever AMB reads a workflow's models

2026-10-13 21:57:36 +08:00

recipe_store.py

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

recipes.py

Cloud servers: an allow_remote_changes file lets other devices change things

2026-10-16 15:00:30 +08:00

reference_blocks.py

Let ready-made blocks say what they hand the next one, and build them as a chain

2026-11-09 00:42:56 +08:00

routes.json

Let ready-made blocks say what they hand the next one, and build them as a chain

2026-11-09 00:42:56 +08:00

run_refusal.py

Guide the AI with fewer detours and guesses

2026-10-26 14:26:41 +08:00

scan_choice.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

scan_report.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

scan_summary.py

Scan page: last counts at once, headers kept on disk, found models listed

2026-10-16 22:43:44 +08:00

scanner.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

sidecar_layout.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

snapshot_routes.py

Add the snapshot queue: marks of a whole workflow run in order

2026-11-04 11:38:23 +08:00

translation_routes.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

trash.py

feat(files): deleting the user's files goes to the Recycle Bin

2026-10-02 01:42:49 +08:00

tts_version.py

Update Anomalous_TTS from GPT-SoVITS Settings

2026-10-17 13:08:10 +08:00

usage_ledger.py

Tidy: opened workflows count as use; packs with a page part set apart

2026-10-14 21:49:32 +08:00

utils.py

refactor(backend): split shared utility route families

2026-09-18 01:56:10 +08:00

version_manager.py

Update Anomalous_TTS from GPT-SoVITS Settings

2026-10-17 13:08:10 +08:00

workflow_route.py

List each saved workflow with its route in one line

2026-11-04 02:01:25 +08:00

workflow_saves.py

Bring a save's pictures back onto the output nodes

2026-11-06 16:20:59 +08:00

workflow_schema.py

refactor(recipes): separate schema images and storage

2026-09-18 01:40:10 +08:00