Commit Graph
182 Commits
Author SHA1 Message Date
DemonGatanjieu b43c534797 Merge branch 'main' into feature/1.63 2026-11-08 02:00:21 +08:00
DemonGatanjieuandClaude Opus 5.5 20e2916579 Cloud server guide: a picture of the View only chip and its dialog
In both languages, the dialog's command showing an example path.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-08 02:00:16 +08:00
DemonGatanjieu 4f26a47cd1 Merge branch 'main' into feature/1.63
# Conflicts:
#	CHANGELOG.md
2026-11-08 01:36:44 +08:00
DemonGatanjieuandClaude Opus 5.5 a063628866 Count this computer at its own LAN address as local; say why a remote save was refused
ComfyUI listening on its LAN address only (#26): the browser on the same computer
comes from that very address, so it was taken for another device. A request whose
peer is the server's own end of the connection, naming that same IP, is local now;
DNS rebinding and proxy headers are still refused.

Opened from another device (#25), the settings page said the proxy's format was
wrong and that Civitai could not be reached, when the server had refused the
request. It now says so, and refusals point to the View only chip.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-08 01:34:22 +08:00
DemonGatanjieuandClaude Opus 5.5 efa588bdc2 Say what Model Check can do without fingerprints, link its rules
The README now says in both languages that fingerprints come from this
plugin, what Model Check still does for a workflow without them (a file of
the same name to confirm, the workflow's own links, ComfyUI-Manager's list),
and has a button to the rules page, now also in English. The rules page
names ComfyUI's own model links. Also corrected: interface scale (not font
size), what Import keeps and replaces, the Gates list, and the one-server
note on cloud servers.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-07 16:05:40 +08:00
DemonGatanjieuandClaude Opus 5.5 46eca1b594 Run a picture's own workflow, keep a task on one page, read a big canvas whole
- run_workflow takes a gallery picture as its workflow (mcp_fill.opening
  says what a name opens, for open_workflow too); a picture's workflow
  opens with an id of its own, and the tab's mark goes into the workflow
  before it loads, so ComfyUI finishing the tab does not drop it.
- With ComfyUI open in two browser tabs a task's actions were split
  between them (one opened the task's tab, the other could not find it):
  the page that did the last action gets the next first now, another
  only when it is gone (mcp_bridge.py, pages keep an id of their own).
- describe_canvas on a big canvas: titles off, then nodes as a line each
  with their settings, so every value stays readable.
- search_models names the models that did not fit; begin_task's tool
  directory goes by name alone when the answer would be too long.
- ask_user refuses a "test" question with made-up options too.
- Exam round recorded: question 2 with nothing filed away, a big canvas
  read right in 3 calls, question 3 in 12 calls.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-07 01:16:17 +08:00
DemonGatanjieuandClaude Opus 5.5 139380e960 Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading
- An answer past Antigravity's size is filed away unread (eight LoRA
  searches in the exam): search_models answers small (loaders once,
  four trigger words, a LoRA's author weight); describe_canvas gives a
  big canvas's last nodes a line each; mcp_fit.py keeps any other list
  answer within the size and names what it left out.
- An empty canvas: run_workflow, describe_canvas and get_situation say
  to open a workflow first; get_image_info says a picture's workflow
  opens with open_workflow.
- ask_user does not put a "test" question to the user; a task's picture
  count counts what its runs made.
- AMB failed to load now and then: ComfyUI loads every file at once and
  ui_ai_workbench.js set ui_ai_toolbox.js's sideHost before it was made
  when the toolbox file ran first. Connected on first draw now;
  tests/load_order.mjs runs every file first.
- input_facts moved to api/picture_mask.py to keep mcp_tools.py short.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 20:53:50 +08:00
DemonGatanjieuandClaude Opus 5.5 05e2d269b4 Let open_workflow open the workflow a gallery picture carries
To change a picture from the gallery the AI had to open the saved card
and set back, one by one, the model, LoRA and prompt the picture had
been made with (8 to 12 calls in the exam). open_workflow now takes a
picture's name too when no saved workflow has it: the server checks
the picture is in the output folder and carries a workflow, and the
page reads it from the PNG and opens it in a new tab, without the
marks of the tab it ran on (the card that tab came from, which
run_workflow would mistake it for, and its group of saves). The tool
list is 18 characters shorter than before.

Retaken with Gemini 3.8 Flash, questions 3 and 4 only: question 3 on a
changed picture went from 28 calls (7 failed) to 21 (4), opening the
picture's own workflow; written into docs/architecture/tool-exam.md.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 19:57:13 +08:00
DemonGatanjieuandClaude Opus 5.5 2280e55fde Let an AI read the workflows it is offered
A run with Gemini 3.8 Flash asked for picture to picture and built it node by node, 13 failed calls on the way, with an official example ready:

- list_workflows was 23,630 characters on 17 cards, 21,033 of them settings. Antigravity files an answer over about 4,000 away, unread. A list of more than 3 now goes with name, route, tags and short notes.
- Examples showed only when no saved workflow matched, and only by English words: 图生图 found nothing. They are always named now, and found by their Chinese titles, img2img, txt2img and inpaint.
- Every card's route line was empty, and cards_of found nothing, since c84b596: _list_recipes leaves the graph out, and the tests fed cards that had one. Both ask for it now, with a test on a file on disk.

A waiting task the user wrote to also takes its name from what they wrote, instead of the AI's "take the task".

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 17:51:12 +08:00
DemonGatanjieuandClaude Opus 5.5 a2b25ab1d9 Group the examples by plan and add Anima two-pass versions
Anima loads through other nodes than a checkpoint, so none of the examples
could open on it. Two passes now comes in three versions: SDXL / SD 1.5,
Anima on ComfyUI's own nodes, and the recommended Anima held by Tile, the
way's tested values, kept in step by a test. The own-nodes version redraws
at 0.35: at 0.5 the shapes began to move with nothing holding them.

The window shows plans, versions and notes. A version that lacks a pack
or a model says what and has no Open button; an AI only gets those that
can run here. The layers of cards, examples, ways and skills are written
down as AD-025.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 01:30:25 +08:00
DemonGatanjieuandClaude Opus 5.5 c3433a9241 Pick a way for a task, and ship official example workflows
Ways: "Use it this time" in the Ways view, for one task. It joins the
task's picks as a new kind, the AI is told, and add_nodes builds that way
for its use whichever one the AI asks for. "Only" lets in the nodes a
picked way builds.

Examples: text to picture, two passes, picture to picture and repainting
an area, on ComfyUI's own nodes. One card, first on the Workflows page,
opens them in a tab of their own. The files name no model or picture; a
checkpoint and a picture that are here are filled in when one is read.
list_workflows gives them to an AI when no saved workflow fits, and they
open and run by name like saved ones.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 00:51:26 +08:00
DemonGatanjieuandClaude Opus 5.5 e36d898fb9 A waiting task's page has one thing to do
It said "waiting for an AI" three times and kept two folds that did what
the message box does. Now it is the sentence and its Copy button, in the
middle of the column; what to say first and pictures go in the message
box, whose words say so. The connect card comes first until an AI has ever
come, and is gone after that. The wish line, the big gallery fold and
what only they used go with it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-06 00:01:47 +08:00
DemonGatanjieuandClaude Opus 5.5 47442d00f6 Keep the Saves list still during a press
A new picture puts itself first in its line, so a press on a picture
ended on another one and was no click. While the main button is held on
a button of the list, what comes waits until the press and its click
are over.

Tested with a real mouse on an isolated ComfyUI: a press held until a
new picture came opened the pressed picture 4 times of 4 (0 before), and
16 of 16 long presses during runs answered (13 before).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 21:21:41 +08:00
DemonGatanjieuandClaude Opus 5.5 f005b0af73 Fix the count box showing a count that was not saved
When a count's save failed the box kept what was typed, with only a
console warning, while Run went by the stored count. The box now goes
back to the stored one, a box being typed in too, and a toast says why.

Tested with a real mouse on an isolated ComfyUI, the save refused and
the server unreachable, on the bar and on the Saves page.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 21:21:20 +08:00
DemonGatanjieuandClaude Opus 5.5 b368a4fb35 AI task list: lines of tasks stand together, a more button on each row
Follow-ups hang one step in under the first task of their line, so the
list shows what goes on from what; a filter's tasks still show alone. Each
row has the head's menu, without opening the task. Removing a task joins
those after it to the one before. The pick list now stands over everything
at the place the menu opened: the head is drawn anew under an open menu.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 18:42:50 +08:00
DemonGatanjieuandClaude Opus 5.5 3ca898518e Fix Run going by the old count when its answer is slow
The click can come before the answer to a count typed just before it,
and all three Run buttons held the saves as they were drawn: a save set
to 3 runs ran once. Run now waits for the counts on their way and reads
the group as it stands at its turn, in one place for all of them.

Tested with a real mouse on an isolated ComfyUI, the answer held back
400 ms: the bar, a part and a card each queue the new count.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 16:03:56 +08:00
DemonGatanjieuandClaude Opus 5.5 029dce4d4d Fix the Saves page losing clicks the same way
A part redrew on new elements each time a count was answered or a run
ended, so a press on the page lost its click and a count being typed
lost its focus. settle moves to ui_dom.js for both; a card is kept for
its save, and a picture line stands while its pictures do.

A press on a picture just as a new one reaches that line is still lost:
the line shifts, and another picture is under the pointer by the mouseup.

Tested with a real mouse on an isolated ComfyUI. tests/snapshot_bar.html
now covers the page and fails 5 checks on the previous code.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 15:36:52 +08:00
DemonGatanjieuandClaude Opus 5.5 de48bff5b0 Fix the saves bar losing the first click
Every redraw replaced the whole row, and the browser sends no click to
an element that left the page during the press. Three things redraw in
that gap: ComfyUI's graphChanged at mouseup, the answer to a count, and
a run ending. The last also wiped a count being typed. Update the
elements in place, a save's part only for that save.

Tested with a real mouse on an isolated ComfyUI: 19 flows, 5 of them
passing before the fix. tests/snapshot_bar.html fails 7 checks on the
old code.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-05 15:10:35 +08:00
DemonGatanjieuandClaude Opus 5.5 537ebc46d7 Make the new-route reminder say try it, not change models
A Flash exam showed a light model can build a route it is told, so the reminder
no longer sends the user to a flagship model: the route is untried, see how the
run turns out, and save a card if it is good.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-04 14:12:50 +08:00
DemonGatanjieuandClaude Opus 5.5 5e32f247b7 Routes for two picked models; a reminder when the AI builds a new route
With two main models picked, ask_user(routes=true) shows the routes this
ComfyUI can build for them, each with what it does to the picture and a
sample, a saved card using both first; the answer says what to call, and
add_nodes(route=...) builds the route from the ways on a new tab, the LoRAs
on each model. get_toolbox lists each model's cards as its examples. A way
counts as ready when a family variant has what it needs. An AI placing
nodes itself is a new route: one reminder a task, or with the new gate the
user's OK.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-04 11:27:09 +08:00
DemonGatanjieuandClaude Opus 5.5 c6bacab7ff Add the picture way: an empty canvas starts on the picked model
add_nodes(use="picture") builds a text-to-image graph on the model the
user picked for the task, or add_nodes(model=...): one checkpoint for SDXL
and its kin; for Anima the UNET with its text encoder and VAE, found in
the model folders ("files"), and the tested base-pass sampling. A
standalone block is built only on a canvas making no picture yet.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-04 02:48:28 +08:00
DemonGatanjieuandClaude Opus 5.5 eab141f971 Merge the upscale ways into three; repaint is one use for the AI
Upscale held by Tile takes in the tile upscale, the Anima Tile detail
upscale and the second-model upscale: its redraw has its own copy of the
canvas's model line (copy_of "$sampler.model": loader and LoRAs, titled
"Upscale model"), so a second model is one set_model and the LoRAs stay;
on Anima it is the user's tested route (latent 1.22x, Tile LLLite,
denoise 0.85). The iterative upscale goes. add_nodes no longer lists every
block name, and the repaint hints name the use, not a block.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-04 02:32:09 +08:00
DemonGatanjieuandClaude Opus 5.5 4621ff5dbf Replace the Anima illustration skill with a general skill for drawing in stages
The skill staged_picture says how, not values: different models for a
picture's early and late steps (refine midway); a locked redraw while
enlarging, which keeps the model or switches in that same redraw to a
second model of the same family (upscale detail, anima tile, steady),
with no extra refine pass after it; model after model (refine). It says
which switches need one family (any reusing the first stage's prompts and
VAE; the single-file refine with its own loader may cross families, its
prompts rewritten), and that a style LoRA the user picked goes onto the
second model when the look is to be kept. The user's saved cards and
combos come first; nothing the user did not pick is added.

Written to the user's handoff (.tmp, three points). Code checks only, as
asked: no picture was made.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-02 23:14:36 +08:00
DemonGatanjieuandClaude Opus 5.5 d4ead01c77 Open a workflow's details with its flow and call its sets presets
A workflow card's details now begin with its flow, in the look of a
stage diagram: one box per sampler in the order they run (base picture,
goes on, enlarge and redraw), each with the main model it is fed
through LoRAs and patches (+ Tile for a Tile LLLite), its steps or the
part of a split it runs ("Not run" when none), the enlargement and the
redraw strength; then the saves. Under it the default and each preset;
the one shown is lit and the stages it changes are marked. The stages
are read from the saved graph alone (recipe_flow.js, pure, with
tests/recipe_flow.mjs); the drawing is ui_recipe_flow.js.

"参数方案" / parameter sets are now 预设 / presets everywhere on screen
(the term table in ui-flows.md lists the old word as retired). "Hand it
to the AI" moves from the bar to the preset's own actions and hands the
preset shown ("workflow / preset"), which run_workflow already applies.

Checked on an isolated ComfyUI with the verified two-pass Anima card:
the default, the "upscale on Realskin" and the "switch mid-way" presets
each mark the right stages and show their models and steps; the hand-off
sentence names the preset. Full suite and structure check pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-02 18:51:41 +08:00
DemonGatanjieuandClaude Opus 5.5 3d720ef38d Let the AI run a workflow card's parameter sets by name
A workflow card's saved parameter sets (方案) were the user's alone. Now
list_workflows lists each card's sets as "workflow / set" (those unlike
the card's own values, as the Workflows page lists them), and
run_workflow(workflow="workflow / set") opens the workflow and applies
the set with the page's own Apply code before filling in the blanks; the
tab is marked with the set too, so another set opens afresh. No new
argument: the tool list stays within its budget.

The Anima skill points at the sets: the daily run is the user's saved
workflow or one of its sets.

Checked on an isolated ComfyUI: a card built from the verified two-pass
Anima graph with its own values as the plain route and two sets (upscale
on another model, model switch mid-way); run_workflow on the second set
queued exactly its values and made pictures pixel-identical to that
route's verified ones. Full suite and structure check pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-02 17:48:27 +08:00
DemonGatanjieuandClaude Opus 5.5 c495482a85 Keep the Anima illustration skill to judgment only
A skill now says how to judge and names the parts; models and values
live in the way and in the user's own combos and workflows. The Anima
skill drops the tested models, LoRA and sampler numbers (the
upscale_anima_tile way keeps its second-pass values), says to use a
workflow or combo the user saved for this route as it is, and keeps the
findings as judgment: show the base first, what Tile does and does not
keep, and when changing models between passes is untried.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-02 16:52:22 +08:00
DemonGatanjieu 73d04041df feat: add Anima Tile illustration skill 2026-11-02 04:16:21 +08:00
DemonGatanjieuandClaude Opus 5.5 98c90dd8e4 Move training out of AMB: drop the run record and the training network
AMB only uses: training goes to its own plugin. This takes back the
record of what works (api/ai_evidence.py), the training network and
rounds (api/ai_training.py, ui_ai_network*.js, the round form), the
Gates' record switch, the ways' order by record and the external_skill
field of log_outside that only fed the record.

Kept, as part of using AMB:
- the user's word under a finished run, now only told to the AI
  (ai_run_control.set_verdict, ui_ai_verdict.js);
- the Gates' "Custom nodes: only the ways'" rule;
- a picks block left to the AI takes its recommended picture.

Reverts 73518dc, 67bf5b2, 6647b05 and 49d05cf, then puts those three
back with tests in test_ai_run_watch, test_ai_gates and test_ai_panels.
Full suite and structure check pass.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-01 21:11:05 +08:00
DemonGatanjieuandClaude Opus 5.5 49d05cfa69 Make the training network a full view over the AI page
The side switch's training network now opens over the whole AI
workbench: numbers on top, a filter by kind, a graph or a table with a
cell per pair, and a detail column listing each run of a pair (model,
AI app, judgement, pictures, task), a base model's models and the
training rounds. New GET /anomalous/ai_training/runs; the network data
adds each model's runs and the rounds.

Not yet verified in the browser: Esc after routing it through the
browser's back buttons. Full test run pending.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-01 16:11:02 +08:00
DemonGatanjieuandClaude Opus 5.5 6647b059e4 Hide the training network's record from the AI unless the user shows it
The AI goes by the ready-made ways and skills alone by default; the Gates
window's "training network record" shows it the record, and a training
round the user starts always does. add_nodes still picks the way that did
best either way. The network view says whether the AI sees it now.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-01 15:09:26 +08:00
DemonGatanjieuandClaude Opus 5.5 67bf5b24c9 Add the training network and AI-run training rounds
The AI workbench's side column gets a training network view: base models
on the left, ways, skills and node packs on the right, a line for each
pair that ran, coloured by how it turned out (the user's word first, else
the AI's, dashed) and as thick as it ran often. A node or line shows its
record, last pictures and the pairs not tried yet in a card kept in sight.

"Start a training round" picks a skill (the AI's prompts with its advice
and without) or the ways of one use, up to four models and the pictures
each, and makes a task for the next AI (api/ai_training.py). Each run that
ends fills the trial it fits by what it used; the AI is told the next trial
and, once a model's trials are done, to compare them in a picks panel with
its own pick marked recommended. The record keeps the AI's pick apart from
the user's, and a picks block left to the AI takes its pick.

Tests: tests/test_ai_training.py; full suite and structure check pass.
Checked on an isolated ComfyUI: a round started from the view, four real
runs matched to their trials with the next one told each time, the
comparison panel and the user's pick reached the record and the graph.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-11-01 13:02:59 +08:00
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
DemonGatanjieuandClaude Opus 5.5 4e5faad768 Give a private task its own skill only, in the Ways panel too
ai_skills.get refuses a private-only skill in a task that is not private and every other
skill in a private one, so a private task's AI gets the privacy skill alone; get_toolbox
tells it by the task. The Ways panel lists the skills of the task's kind and is drawn
again when the task's lock is turned.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-31 16:15:48 +08:00
DemonGatanjieuandClaude Opus 5.5 eceb51b6a1 Seal a private task's prompts and picture names as tokens, with a prompt box
ai_sealed keeps a private task's prompt text and picture file names behind tokens ([P1],
[img1], task["sealed"]): mcp_server puts the texts back into a call's arguments for the tool
only, and ai_privacy.guard has every result masked on its way out (a node's STRING inputs
by ComfyUI's node list, prompt fields, picture names, any sealed text, also in the text
content). The user's own canvas changes are told sealed. A "prompts" panel block is the
user's prompt box (ui_ai_prompt_box.js): prompts, a negative one and reference pictures from
the gallery or dropped in, answered only from Anomalous, the AI getting tokens; above it the
prompt_pose skill's words for the canvas's model. A new private-only skill, privacy, tells
the AI how to work, and begin_task points a private task at it. Tests plant canary prompts
and picture names in every tool's result and check none gets out.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-31 15:56:37 +08:00
DemonGatanjieuandClaude Opus 5.5 34eba4a901 Add privacy mode: a private task sends the AI none of its pictures
Each task has a lock in its header (task["privacy"]); the Gates window sets the default for
new tasks, and turning the default off pins the tasks it covered. mcp_server hands every
tool result to ai_privacy.guard last, after run pictures and the user's messages were
added, so a private task's image content never leaves; a call tied to no task is private
while the default is on or a private task is unfinished. The card in the AI app shows no
pictures for it, begin_task tells the AI, and turning it on or off is a user step and a
decision. A test calls every tool with a picture in its result and checks none gets out.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-31 15:20:41 +08:00
DemonGatanjieuandClaude Opus 5.5 de333ce016 Let run_workflow queue a list of prompts as one run
prompts (1-8, instead of prompt; at most 16 tries with batch) fills and queues each prompt
in turn with the call's other blanks; the receipts form one run and by_prompt says which
are which. A prompt that cannot be filled or queued stops the rest, the queued ones stay
tracked and submission_error names where it stopped. The run_workflow description is
tightened so the tool list stays within its budget.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-30 05:23:25 +08:00
DemonGatanjieuandClaude Opus 5.5 36668d2ebf Show on the timeline which skills the AI went by
Each skill the AI fetches with get_toolbox(skill=...) is a "skill" step of its task
(ai_skills.note_use), with the form its advice came in for the canvas's model; the same
advice again before the next run adds nothing. A run's row lists the skills fetched since
the run before it (ai_task_view.skillsBefore). A skill step never names an untitled task.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-30 05:17:37 +08:00
DemonGatanjieuandClaude Opus 5.5 927e35edc7 Give the pose advice by the size of the canvas's main model
The prompt_pose skill now comes in the form for the model the canvas's sampler uses:
its drawing model's parameters are counted from the file's header (model_kind.
diffusion_params: safetensors shapes, GGUF tensor dims; a checkpoint's text encoders
and VAE left out), so a compressed GGUF counts like the full model. From 10 billion
(Flux.1, Flux.2, Qwen-Image) the AI is told hands and hard poses come out well and
not to hide or simplify; under it, the clear-pose and optional hand-hiding advice;
when the model cannot be told, both cases.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-30 05:01:39 +08:00
DemonGatanjieuandClaude Opus 5.5 b616487d17 Add skills beside the ways: advice an AI fetches for a kind of job
The pose and hands advice for writing prompts moves out of the set_prompt and
run_workflow descriptions into the first skill, prompt_pose (api/skills/). begin_task
lists the skills that are on in a line; get_toolbox(skill=...) gives one; the prompt
arguments only point at it. The tool list is back within its budget (it was 44726 of
44000 characters). The Ways panel lists the skills under the ways, each with a switch.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-30 04:33:48 +08:00
DemonGatanjieu 1b0d6c5ba1 Allow naturally hiding nonessential hands 2026-10-30 03:52:26 +08:00
DemonGatanjieu e4f8d45d17 Guide flexible prompt poses through MCP 2026-10-30 03:48:12 +08:00
DemonGatanjieuandClaude Opus 5.5 83dc2aed2f Enlarge a picture for fixing hands by its size: about 4 MP, 1x to 2x
1.5x left the Codex test picture's hand better but still soft; 2x gave
sharper fingers in the same seeds (about 105 s instead of 75 s on a 6 GB
card). The fix-hands way now enlarges to about 4.2 megapixels, never
smaller, at most 2x: reference_blocks.enlargement reads the picture's
size (add_nodes passes picture_size of its input copy). Tried through
AMB on an isolated ComfyUI: 2547x1656, no memory trouble, 2 clean hands
of 4.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-29 16:03:29 +08:00
DemonGatanjieuandClaude Opus 5.5 2a80e1e96d Add the fix-hands way: enlarge the picture, then redraw each hand
A block (detail, want hands) that takes a picture: enlarged 1.5x and
redrawn lightly by the canvas's sampler (denoise 0.4), then every hand
found by hand_yolov8 redrawn at guide 768, denoise 0.45 ("detailed
hand"), saved as hands_fixed. Tried on the Codex test picture on an RTX
4050: the hand pass alone fixed about half the seeds, enlarging first
about 3 in 4; the way built through AMB on an isolated ComfyUI gave 2-3
good hands of 4.

On an Anima model a variant adds the Anima Turbo LoRA (0.7) for 10 steps
at CFG 1, about 75 s; a variant's LoRA missing falls back to the plain
block with a word on what it would do. Its next step tells the AI to
make 4 tries, check the hands itself, retry at most twice, and let the
user pick in a zoomed panel. The Turbo LoRA joins the recommended models.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-29 15:35:10 +08:00
DemonGatanjieuandClaude Opus 5.5 2fdc2f5f30 Warn before a run saves a very large picture
The run estimate followed each sampler's size but not what a SaveImage
finally gets: a 5120x3328 sample upscaled 4x saved 20480x13312 (324 MB)
without a word. A save past 64 megapixels now warns on the timeline and
in the AI's run answer, with the PNG size it will take.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-29 14:24:31 +08:00
DemonGatanjieuandClaude Opus 5.5 dd9c3ee2f5 Tags from a picture, run words to the AI, colour matching after upscales
- tags_from_picture: WD14 tagger (the source's model and thresholds) on a
  picture the user handed; run_status now carries what nodes showed as words
  (texts: a tagger's tags), with a summary and next step for a run that made
  words but no pictures.
- Optional nodes: a block node marked optional goes when its pack is missing,
  and a link "match|decode" takes the first one there. The four upscales end in
  KJNodes' ColorMatch (mkl, the source's) when it is installed; the panel says
  "better with" it otherwise.
- LanPaint's next step keeps the prompt about the whole picture; Follow a pose
  says OpenPose misreads anime (use control_depth), as the source's author did.
- The directory has a size cap: past it, block names alone, so collected ways
  never make begin_task long; shorter headings and few-word lines.

Live-tested on the isolated 8199 ComfyUI: LanPaint (area changed 14.6, outside
0.0, 82 s), tiled 2x (167 s), depth ControlNet (follows the layout), OpenPose
(misreads an anime picture), background removal (8 s), tags (166 s with the
model download), upscale with ColorMatch (73 s).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 03:31:04 +08:00
DemonGatanjieuandClaude Opus 5.5 22a58d3a83 Ways panel: blocks as data files, a switch each, greyed when something is missing
Each block is now api/blocks/<name>.json (nodes, packs, models, the AI's words
and the panel's in both languages), so a way collected later is one more file.
The AI workbench's side column has a Ways view: blocks by job, what each does
and where it came from, greyed with the pack (opens ComfyUI-Manager) or model it
lacks, and a switch (user/anomalous/ai_blocks.json) that keeps it from the AI;
begin_task lists only the blocks on and runnable here, the rest in one line.
New blocks: upscale_iterative (Impact Pack), upscale_two_models ($loader role,
a second loader "like" it), remove_background (inspyrenet-rembg).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 02:40:51 +08:00
DemonGatanjieuandClaude Opus 5.5 5d023f3a7c Blocks: LanPaint repaint, upscale, tiled upscale, pose and depth ControlNets
A block node can be "like" a role (takes its settings) or "replace" it (its
links, place and settings too; LanPaint's sampler for the KSampler). $save is
the output node the picture reaches, past a stitch. Upscale blocks take an
upscale model this ComfyUI has; control blocks a ControlNet whose base fits the
canvas's model, and the picture to follow copied into the input folder. The
directory is grouped by job, a few words a block, to keep begin_task short.
Drop-down choices are read in both forms of ComfyUI's node list.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 02:01:09 +08:00
DemonGatanjieuandClaude Opus 5.5 c9870151c1 Ready-made blocks the AI names and Anomalous builds, spliced in
api/reference_blocks.py holds groups distilled from workflows that do
one job well: a repaint that crops around the mark, repaints at 1024
and stitches back (ComfyUI-Inpaint-CropAndStitch), the same with
built-in nodes only, and face and hand detailing (Impact Pack, the
detector models this ComfyUI has). begin_task hands the AI their
directory; add_nodes(block=...) builds one in one call. Its links name
roles web/modules/canvas_roles.js finds on the canvas by their sockets
(the sampler, its decode and save, what feeds an input upstream), so
canvas_wiring splices it into the workflow there; several samplers
need near_node_id, a missing pack names the pack and the stand-in.
The repaint note now points to the block. Checked on the test ComfyUI:
the repaint changed the marked area only, the detailer the face area.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 00:57:50 +08:00
DemonGatanjieu db405a79f0 Keep corrected MCP arguments consistent and preserve answer editing state 2026-10-26 21:25:15 +08:00
DemonGatanjieuandClaude Opus 5.5 54b072bd91 Keep half-typed answers: no auto-pick over them, no wipe on redraw
A question the user began to answer is never answered with the
recommended option on time-out; the AI is told they began an answer
and ends its turn. On the page, what was half typed in a question's
line survives the question being drawn again (another question came,
the AI read an answer), with the cursor; that question stays first in
the strip; a narrow window lights the stage tab instead of taking it
from under the user's typing; Enter that picks an input-method word no
longer sends a stage answer line.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-26 19:02:46 +08:00