Tested on ComfyUI: Qwen3-4B–14B prompt writing, a 4B encoder bridge, and split conditioning all lost to one hand-written 507-token band prompt. An 896-caption audit shows the real fix.
Tested on an M4 Mac mini with one 4-girl Anima LoRA: expressions, poses, desk contact, and a high-five across 3 seeds. Sentence order and center slots decided who touched whom.
Tested on M4 Mac mini ComfyUI: with identical Qwen3-0.6B/T5 conditioning, the black tights land on the wrong girl only when the 4-char LoRA's DiT half is applied.
Tested on M4 Mac mini ComfyUI: 8 on/off combos of three actions × 3 seeds on a 4-character Anima LoRA. Roles read at 3/3, but hands and skirts landed on the wrong girl.
Tested on M1 Max 64GB: a 50M resampler predicts Anima's 4-char conditioning from short triggers. Train fits at cos distance 0.005, held-out order breaks; template P3 goes 15/16.
Tested on Anima-Base v1.0: no prompt hit the 512-token cap, cosine similarity moved the wrong way, and only the DiT-side conditioning changed who got drawn.
Tested 11 character combos × 3 seeds on Anima-Base: trigger-only prompts passed 3/33, full prompts 8/11, and copying one training-caption phrase fixed the height gap.
Tested on M1 Max 64GB: hooked Qwen3.6-35B-A3B's MoE router in mlx-lm, pre-warmed the top-20 hot experts, still ~62 tok/s vs plain mmap cache. Plus the Metal OOM on Qwen3.5-122B.
Tested with source builds on an M4 Mac mini: 9.0 rejects self-signed HTTPS (certificate verify failed) where 8.1.2 connects silently; webp_anim decodes all 10 frames.
Tested Next.js 16.3, Astro 7 and Nuxt 4.5 on an M4 Mac mini with one identical blog. Pixel-identical output ships 172KB vs 21.5KB vs 0KB gzipped JS; build cache and dev-server memory measured too.
Tested on M1 Max 64GB: SeFi-Image turbo runs on MPS in bf16 at 13–47s/image; fake text and face artifacts only clear up on 5B RL at 50 steps, 18 min/image.
