DemonGatanjieuandClaude Opus 5.5 9633d3451a Make tools easier to get right on the first call, from a Flash exam ...

Gemini 3.8 Flash took seven exam tasks through Antigravity (107 calls, 19
failed, every task done). Nearly all failures were a tool's first use:
empty or guessed arguments. So:

- An argument error lists what the tool takes ("set_prompt takes: prompt
  (needed), role, node_id, mode"), and the next call is right.
- One argument name per thing: set_prompt's text is prompt (as in
  run_workflow), open_workflow's name is workflow (as in run_workflow).
- A wait over 55 s waits 55 s instead of failing; search_models takes a
  model type in the singular too.
- An unread reply older than two hours no longer draws a new chat's calls
  into its old task (a two-day-old mark took the first exam task).

The exam doc gets the setup, the Antigravity command line and the results.

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

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

..

mcp_app

MCP: Anomalous's card in the AI app's conversation, and ready-made prompts

2026-10-22 14:55:48 +08:00

__init__.py

Merge remote-tracking branch 'origin/feature/1.61' into HEAD

2026-10-25 15:05:06 +08:00

action_catalog.py

Remove the daily tool set: AI apps get every tool

2026-10-26 15:01:28 +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

Guide the AI with fewer detours and guesses

2026-10-26 14:26:41 +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

Guide the AI with fewer detours and guesses

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

ai_gates.py

Remove the daily tool set: AI apps get every tool

2026-10-26 15:01:28 +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_panels.py

Guide the AI with fewer detours and guesses

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

ai_pictures.py

Show what the task needs now over the message box; take dropped and pasted pictures

2026-10-23 21:24:48 +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

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_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

AI workbench: pictures deleted since say so

2026-10-23 15:56:44 +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

Give the AI a directory of the tools by what it wants to do

2026-10-24 16:04:53 +08:00

ai_tasks_routes.py

Remove the daily tool set: AI apps get every tool

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

ai_tasks.py

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

2026-10-26 16:24:58 +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

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

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

2026-10-19 23:08:29 +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

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

2026-10-19 16:52:03 +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

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

Update Anomalous_TTS from GPT-SoVITS Settings

2026-10-17 13:08:10 +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

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

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

mcp_apps.py

Keep the AI waiting for the user's answer; daily tools reach the rest

2026-10-26 01:49:34 +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

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

2026-10-26 16:24:58 +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

Set any node's settings by name instead of growing the list of blanks

2026-10-24 15:13:07 +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

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

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

mcp_situation.py

Shorten the daily tools' descriptions and begin_task's rules

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

mcp_task_tools.py

Guide the AI with fewer detours and guesses

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

mcp_tools.py

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

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

media_routes.py

Gallery extension selection feature

2026-10-13 13:20:37 +09:00

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

Guide the AI with fewer detours and guesses

2026-10-26 14:26:41 +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

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

2026-10-19 23:08:29 +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

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

2026-10-16 22:43:44 +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

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

2026-10-23 21:44:59 +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

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