DemonGatanjieuandClaude Opus 5.5 73518dcf88 Add a record of what works: ways, skills and packs by model ...

Each run the AI starts now counts for the ways it still has, the skills
fetched before it and the custom node packs of its nodes, by the base
model of its main model (api/ai_evidence.py). How it went comes from what
the user does anyway: a picture picked in a picks panel or kept in the
gallery, one passed over, or their word under the run (Turned out well /
Not quite, told to the AI as their message).

begin_task and get_toolbox give the AI the record in a few words, add_nodes
a way's or the packs' own, and add_nodes(use=...) picks the use's way that
did best on the canvas's model. The Ways panel shows each way's and skill's
record by model. The Gates window gets "Custom nodes: Any / Only the ways'",
which keeps the AI to the ways' nodes and the task's picks.

Tests: tests/test_ai_evidence.py; full suite and structure check pass.
Checked on an isolated ComfyUI: a real run was recorded with its model and
skill, the verdict reached the AI, and the ways-only rule refused a custom node.

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

2026-11-01 12:15:04 +08:00

..

blocks

Mark the enlarge-then-fix hands way a fallback

2026-10-29 22:22:25 +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

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

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

__init__.py

Keep very large pictures from freezing the gallery

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

action_catalog.py

Let run_workflow queue a list of prompts as one run

2026-10-30 05:23:25 +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

Keep half-typed answers: no auto-pick over them, no wipe on redraw

2026-10-26 19:02:46 +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_evidence.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

ai_gates.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +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

Show what changed outside Anomalous while an AI works

2026-10-24 03:16:28 +08:00

ai_panel_parts.py

Make fixing one spot keep its size, and let picks zoom on it

2026-10-29 14:39:10 +08:00

ai_panels.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +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_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

Run control: stop a run, see its console, time left, VRAM and size warnings; materials as a side panel

2026-10-23 00:23:08 +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

Tasks remember the task they go on from

2026-10-23 15:46:20 +08:00

ai_task_runs.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

ai_tasks_routes.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

ai_tasks.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

ai_toolbox_catalog.py

Materials window, redone: cards, sources, details, and no waiting

2026-10-22 19:46:31 +08:00

ai_toolbox.py

Materials: hand the AI a whole custom node pack

2026-10-23 03:05:17 +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

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

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

block_models.json

Add the fix-hands way: enlarge the picture, then redraw each hand

2026-10-29 15:35:10 +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

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

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +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

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

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

mcp_actions.py

Let run_workflow queue a list of prompts as one run

2026-10-30 05:23:25 +08:00

mcp_apps.py

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

2026-10-31 15:56:37 +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

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

mcp_canvas_edit.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

mcp_directory.py

Remove the daily tool set: AI apps get every tool

2026-10-26 15:01:28 +08:00

mcp_fill.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

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

Guide the AI with fewer detours and guesses

2026-10-26 14:26:41 +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_server.py

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

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

mcp_situation.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

mcp_task_tools.py

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +08:00

mcp_tools.py

Keep very large pictures from freezing the gallery

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

media_routes.py

Keep very large pictures from freezing the gallery

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

metadata.py

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

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

model_advice.py

Give the pose advice by the size of the canvas's main model

2026-10-30 05:01:39 +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_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_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

chore: restore consistent CRLF line endings in six files

2026-10-02 01:57:06 +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

quick_index.py

Quick search on the canvas (Alt+B)

2026-10-19 15:34:41 +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

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

2026-10-02 01:42:49 +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

Add a record of what works: ways, skills and packs by model

2026-11-01 12:15:04 +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

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_schema.py

refactor(recipes): separate schema images and storage

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