Its step wrapper held its own ModelPatcher, a cycle only a full gc frees;
that gc clears ComfyUI's weak link to the parent copy first, leaving it
tracking a dead model ("memory leak with model MiniMaxH3").
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
_get_latent_shapes only looked under a CFGGuider's conds; wrappers hold a
ModelPatcher, so on packed AV latents every video-only wrapper passed through
unchanged. Also: late-branch and STAS say when they applied nothing, and a
learned value is only rated when the feature actually applied.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
STAS (arXiv 2603.17825) sets massive-activation channels on frame 0 and
frame edges to alpha x peak at one block over the first 40% of steps.
Rating-learned dials now share rated_dial.py.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Skip guidance at CFG 1: the weak copy reuses blocks before the branch and
skips the branch block, so only the tail runs twice. Picture only; capture
hooks ignore the weak pass; compiler off while installed.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Shot memory reuses a liked gen's coarse starting noise (layout) with fresh
fine noise; reuse-vs-fresh, which shot and how strongly are learned.
Decisiveness is Temporal Score Rescaling (arXiv 2510.01184) on the picture
rows, k learned per key or set by hand.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
It replaces every block's forward, so the model compiler must be off for that
call, as it already is for block repeat and REINS injection. Never seen before
because until d4d4e29 shadow negative never ran.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
H3 blocks add their residual into the input in place, so the kept single-pass
tensor was overwritten by the next pass and audio was restored from the
repeated stream. Keep a copy instead (block repeat and span loop).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
It read the prompt length from transformer_options['c_crossattn'], which
ComfyUI never sets, so every block ran the stock forward. A model wrapper now
records it per call. Per-token mod rows (any pinned frame) no longer disable
it, and the step window reads the real schedule.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Studio gains an enhanced_prompt output; the link wires to it. Enhancer off or failed sends prompt + postfix unchanged.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ComfyUI tokenizers drop an unknown system_prompt kwarg, and Gemma skips its chat template by default. Instructions now go in the user turn of the model's own template, which also places the image.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- region lock: layout patch matched the old PackedLayout signature and crashed every H3 run; interior pins now use upstream's native any-frame placement
- REINS/Q-steer/AV decouple/probes: masks cover the target video/audio rows only, not pins, refs or vision pads
- video detail: works with the PDD FinalLayer signature; now in Engine Settings
- Q-steer: steers queries before RoPE, not after (old banks are not reused)
- ALG anchor: blurs the frame-0 pin on H3
- temporal style: hidden on H3
- shadow negative: main-window chip names what it switches off without compose
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Own tab with its full sampling settings (temperature, top-p, top-k, min-p,
repetition/presence penalty, seed, greedy) and a last-run before/after view.
Studio's source_image now reaches the enhancer on the per-scene path too.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
