- 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>
- 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>
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>
Gemini 3.8 Flash took all 8 standard questions the 1.63 way (the
question in the task's message, the new task page's sentence to the
AI, a blank canvas each): 128 calls, 16% failed (21% last time), no
detours. Written into docs/architecture/tool-exam.md.
- A task's picture count counted a picture twice when the AI's report
showed the one its run had made; pictures are counted once each now.
- After a switch of language the AI workbench kept rows drawn in the
old one until a reload: syncRows makes a row again when the language
it was drawn in is not the one shown.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
Going back to a save left the last run's picture on the output node, so the canvas and the picture told different stories.
- api/workflow_saves.py keeps what each output node made, previews too, the newest 16, and read_group gives them as `outputs`.
- ui_snapshot_bar.js puts them on the nodes through the tab's changeTracker (store, restore): no `executed` event, so no plugin takes them for a new run. Several runs sit on the node as a batch does. A node the save has no picture for goes empty; Load Image's own picture stays (snapshot_plan.outputsAt).
The lit number went out every other time with a Preview Image on the canvas, and an empty undo step came with it: a loaded workflow serializes a little differently from its file, and a node gains an empty widget list when it shows a picture. The number now goes out only when the canvas really changed (withoutEmptyValues), and those differences take no step.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Current node now reads what combos hold for the node's type: every box of
a node structure, by name, and a plain combo's prompt on a prompt box. They
get a chip of their own, a press goes to the combo, and the values go in
only on the user's press, as with the other sets (AD-021).
The rail's tools go by how often they are used: Current node, Model Check,
then the scan, and the tour follows.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
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>
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>
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>
Inserting took a round per LoRA. The picker now gathers them: click to add,
click again to drop, the number on a card is the order they go in. They go in
as a chain of ComfyUI's loaders, or through one Power Lora Loader or Easy-Use
stack where installed, all or nothing and as one undo step. Third-party nodes
change height just after they appear, so they are placed, and the step taken,
once they have settled. New nodes stand in one column and the view goes to
them when a crowded canvas leaves them out of sight.
Fixes the CLIP line going missing for a LoRA inserted before a sampler with a
LoRA already there: that LoRA counted as a prompt node, so there seemed to be
two CLIP sources.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Opening, closing and changing pages jumped; now they take a short
transition. Styles alone do it, since a dozen modules open the window:
anything leaving display: none starts its animation. The rail's highlight is
one piece that slides between the entries. Going between docked, floating
and full window lays the page out once and moves only its picture, where the
docked rule used to animate the width and lay it out on every frame.
Only opacity and position move, and all of it stays off under reduced motion.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Drag the right edge from 480 up to leaving 240 of the canvas; the width is
remembered and a double-click restores 660. The limits live in the CSS, so
they hold when the browser window shrinks too.
Going through every page at 480 turned up what this needed:
- Workflow cards shrank into strips instead of the list scrolling: a card
clips its content, so plain grid rows fit the height.
- The Prompts page's own columns beat the narrow stacked rule, leaving half
a page empty, in a narrow floating window too.
- The Models header pushed the close button out.
- The Workflows bar only wrapped on a small screen, not a small window.
- The AI tabs kept a gap for their hidden icons and wrapped.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Walking through the AI workbench as a user: the task head held nine loose
controls that wrapped to four or five lines with the side column open. It is
now two lines whatever the width, with rename, privacy, links and remove in a
menu. The stages and what a task made share one line over the timeline, a
failed step is a mark instead of red text, New task opens at once, and a
missing label in the Ways panel is filled in.
The walk also caught AMB not starting at all on one page load. ComfyUI imports
every script under web/ on its own and at once, so any module of the big import
cycle can run first; ui_ai_workbench.js wrote to a const of ui_ai_results.js as
it loaded, which failed when that module was entered first. The value now
lives in a module that imports nothing, and tests/module_cycles.mjs refuses
the pattern.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A save's line had a scrollbar under its pictures, and long change words had
one too. The line now holds what fits and folds the rest into a last +N tile,
refitting when the window changes. The tile, or the save's menu when all fit,
opens all its pictures as the gallery's own cards, in the list's place until
Back or Esc. Cards take their pictures from an option, so stepping, delete
and compare stay inside the save; the Gallery page passes nothing and works
as before. Change words stop at four lines, the rest on hover.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Presets, combos and Add to saves took more to keep sensible than they gave,
so a save now only becomes a new workflow card and only the canvas makes one.
The panel above the bar moves to the Saves page, a part for each canvas, open
or not, with each save's pictures and its runs: the whole group in order, or
one save alone. Running moves to snapshot_run.js for the bar and the page;
what is clicked goes in in click order, and closed canvases run too.
A run taken off ComfyUI's queue is now forgotten at once, so "runs to go" does
not stay wrong for a day. A first save on an unsaved tab now reaches ComfyUI's
draft of it, so a reload right after keeps the tab's saves on it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A save copies to a workflow card, a preset of a card with the same structure, or a
combo; a card's preset can join the open canvas's saves. The Workflows page lists
every group, so saves of a closed tab or a deleted file can be opened again, on a
new tab where the group goes on, or removed. A card keeps no key of a canvas's saves.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Saves move from the page to a store (api/workflow_saves.py), a group for each
canvas, found by a key in the workflow's extra or by its file, and go into
backups. The bar follows the open tab. A save's runs are named to the server, which
finds their pictures in ComfyUI's history, so a reload during a run loses nothing.
A save opens above the bar with what it made and what changed; removing one goes to
the Recycle Bin, and a group past its most takes no more and drops nothing.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ComfyUI-Manager wraps app.graphToPrompt and drops the graph, so every run and
the check before it compiled the canvas: same seeds, nothing of the later marks.
A result that is not the copy's is now made by ComfyUI's own method.
Going back is one of ComfyUI's undo steps, so Ctrl+Z returns to the state left
behind. A save can also open on a new tab, the empty canvas's menu and a + on
the bar keep one, and marks show as saves, runs counted as runs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A node's "Mark this state" keeps the serialized canvas as a mark in a bar
under it. A mark's number goes back to that state, each has its runs, and
seeds are Random or Locked (one per round, shared by the marks; a fixed
seed alone would come from ComfyUI's cache). Run checks every mark with
validate_prompt first, then compiles detached copies with their seeds
written, so the canvas and its seeds stay as they are.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
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>
list_workflows gives each card a route read from its saved graph: its
passes in run order, the model each draws with, a split's steps, an
enlargement, control models such as a Tile LLLite and what comes after.
A Flash run picked a one-pass card for a two-model job; it saw names only.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
run_workflow(base_only) queues the first pass alone (base_only.js cuts each
queued prompt; save nodes become previews, the canvas stays). When it ends,
ai_bases.py shows the previews on a picks panel; the picked one is copied
into the output folder and its seed held. The next run takes the kept
picture where the rest takes the base's picture, so the base is not drawn
again; a base handed on as a latent (mid-way switch) is drawn again from
its seed and compared with the kept one. Drawn again from the same seed, a
base once came out grainy on a 6 GB card, hence the kept picture.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The hand-fix way now redraws each hand SAM3 finds by the word ("hand:8": the word alone
takes only the likeliest hand) inside its own outline before the hand detector's pass, as
the reference author does. The pass is optional: its nodes go when SAM3's node or model
(sam3.1, now in the ways' model list) is missing, with the nodes that only fed them.
Switch models mid-way says how to enlarge at the switch: a LatentUpscaleBy after the first
part, which then finishes its picture, and the second part adding noise anew. Enlarging
the leftover noise itself (the author's wiring) covered the picture in coloured blocks on
Anima at step 21 and 12. The staged-picture skill says so in one sentence.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Three fixes from the user's use of the current-node panel:
- ⇄ Compare on a saved set listed the whole workflow's values. It now
compares that node alone: a copy of the node holding the set's values,
nothing wired, against the canvas, under the node's id so the two pair
(a set's workflow numbered otherwise, with two prompt nodes, paired
neither). compareParams takes `only` for this; the comparison window
takes `nodeId` and leaves out the structure badge. Every set can now be
compared; the unused "could not read the set's workflow" text is gone.
- The Change model picker drew cards of its own: full-size covers and
videos without a still, so most showed blank, and only file names. It
now shows the models page's card face (modelCardFace, split out of
ui_grid.js): the cover thumbnail, a video's still until pointed at, the
base badge, version, readable name and file name; "current" and the
chosen outline stay. Versions are not folded. Its type and base chips
and their texts are gone.
- In the generated-pictures gallery (current node, View all), once
scrolled, "Close gallery" opened the picture scrolled up under it:
Chrome's hit-testing again (lessons.md). Its scroll box and the
picker's card area get clip-path: inset(0).
Checked in an isolated ComfyUI: the prompt node's compare lists only its
text; the picker shows covers and names, selects, replaces; the models
page's cards keep their buttons and open the details; a 13-step scroll
of the gallery leaves every click on the close button. Full suite and
structure check pass.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The left column is gone. The details are one column: the flow, a row of
tabs under it (the workflow's own values, each preset with how many
values it changes, + to save the canvas or copy the one shown, all
pictures and versions at the end; it stays in view while the panel
scrolls) and the tab chosen in a panel joined to it.
The flow is small and shows only the structure: the stages in the order
they run, then the finishing nodes and the saves; above them one lane
each for the model files, the LoRAs and the control models, each a bar
over the stages it feeds (recipe_flow.flowLanes, tested). Steps, splits
and strengths moved into the boxes' tooltips; the legend and the hint
line are gone. What the preset shown changes from the workflow's own is
orange, and its head says how many values that is. A box's values open
under the flow only once one is picked, with x to close.
The set rows' key-value chips went with the column; the tabs count the
differences with ui_param_set_keys.setDifferences. Remaining "方案"
labels in the preset menus now say 预设.
Checked on the isolated test ComfyUI with the two-pass Anima card: each
preset marks the right boxes, the inspector, the + menu and its editor,
all pictures, versions, sticky tabs, and the narrow (docked) layout.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The flow now reads the whole graph: the model files and LoRAs (strength, the stages they
feed), control models above the stage they guide, finishing nodes such as ColorMatch after
the samplers. A stage the shown values do not run (a split's empty part, a bypassed sampler)
hangs dashed beside a straight line and no longer counts as changed when only its model
changed. Every box opens its node's values below, changed ones against the workflow's own,
and an unused box names the presets that use it. The in-flow preset row is gone; the left
column already lists them.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
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>
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>
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>
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>
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>
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>
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>
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>
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>
Checked against the headers of 315 models in ComfyUI-Manager's list: a Hunyuan-DiT
checkpoint and LBM were read as VAEs, SUPIR as a ControlNet, XLabs' Flux LoRAs and
IP-Adapter as diffusion models, a whole CLIP as a text encoder only; also PhotoMaker, LoRAs
of weight differences or OFT, and checkpoints without a VAE. Files two loaders read from
different folders (SUPIR, a whole CLIP) are not sure. A lone drawing model in checkpoints
loads there (the checkpoint loader reads it as a diffusion model). Newly told: diffusers
UNets, Stable Cascade, SDXL T2I-Adapters, RCAN/SPAN/compact upscalers. 301 of 315 now agree.
"Looks like no drawing model" said what it could not tell: now "Kind not told". Kept header
answers carry the rules version and are read again when it changes.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
An Anima LLLite in controlnet is not misplaced while the ComfyUI-Anima-LLLite pack
(which reads it from there) is loaded, and identical copies kept one per loader folder
(controlnet and model_patches) are listed as shared, both in use, not as duplicates to
recycle. An IP-Adapter carrying LoRA layers (the Anima IP-Adapter) is no longer read as a
LoRA. The header cache keeps the new "form" field (older entries are read again).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A model with other versions downloaded is one card with a numbered tab on its right edge;
a click slides the versions out beside it, under one accent edge, the tab on the last folding
them back. A pin on each picks the version shown when folded. Open models stay open, and
"Open all versions" opens or folds every one. Replaces the version label menu.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
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>
Files a scan found on the same Civitai model page (metadata model_id; never a similar
file name) share one card in the model list, the newest version shown or the one picked
last (kept in this browser). The card's version label opens the shared action menu to
switch. The details list the versions here under the name, and "All versions on Civitai"
(GET /anomalous/download/versions, this computer only, asked only when pressed) lists
the page's versions to open or download beside this one, checked by SHA-256, a taken
file name getting the version's name added.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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>
ui_gallery_viewer.js (8c044d0) imported formatSize from
ui_model_download.js, which leads through the settings page and
browser.js back to ui_ai_workbench.js; with ui_ai_images.js ->
ui_gallery_detail.js -> ui_gallery_viewer.js at the start of that chain,
ui_ai_workbench.js called setMarker before ui_ai_images.js had run, and
the whole plugin failed to load ("Cannot access 'marker' before
initialization"). formatSize now lives in file_size.js, which imports
nothing, and every module takes it from there.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Codex's hand tests (2026-10-29): at denoise 0.55-0.75 the repainted hand
filled its whole mark and came out too big, at 0.4 it kept its size. The
crop-and-stitch block now repaints at 0.45 (the built-in one at 0.5), and
its next step and the inpaint note tell the AI to mark tightly, keep the
strength low, make 4 tries and let the user pick.
Slider and picks blocks take a zoom {x, y, w, h}: every picture shows
only that part, enlarged, from the picture itself. The checks of block
parts move to ai_panel_parts.py (ai_panels.py was at the 600-line line).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A 20480x13312 upscale is past Pillow's pixel limit, so its card image
failed and the catch-all fallback served the 324 MB original as the
thumbnail: the gallery and the AI workbench decoded it every time.
- A picture past the limit is shrunk once by a child process
(huge_picture.py, low priority, one at a time) and cached; a card is
never a large original, one with no card image gets an SVG with its size.
- /anomalous/output_preview gives the viewers the picture or a cached
4096 px copy of a very large one; the viewer (moved to
ui_gallery_viewer.js), the image workbench's stage and the AI pages'
larger pictures use it, with a note and "Open the original".
- The listing carries each file's size (and big ones' pixel size); such a
card says "Very large".
- The browser-side PNG metadata read stops at the image data.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The 18 blocks are grouped into 7 uses (a block's "job": repaint,
new_background, upscale, refine, follow, detail, process); a block that is
not its use's default has a "want" word (best, 2x, pose, ...).
add_nodes(use=…, want=…) has reference_blocks.pick choose the first by rank
this ComfyUI can run (packs and models present, not turned off), the block
taking a second picture when one is given; block= by name still works.
begin_task's directory is a line a use with its wants, the rest by what it
needs ("LanPaint: repaint best"), so it no longer grows with the blocks and
the word budget tiers are gone. Tried live: use=new_background with two
pictures built place_in_scene.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
