H3
Can H3 Run on an RTX 5090? A 32GB VRAM Benchmark
Measured H3 Ref2VA runtime and peak VRAM on one RTX 5090, with exact input limits, staged memory handling and the limits of a single benchmark.
Experiment: 2026-08-11MODEL FIELD NOTES
AI video and image experiments
Measured runtime, memory limits, storyboard layouts and failure analysis. Read our dated AI video and image experiment records.
MAGI-2
Sand.ai MAGI-2 Multi-GPU Deployment: Why More GPUs Did Not Help
MAGI-2 Preview experiments with RTX 5090 GPUs: EP4, CPU offload, cold versus warm latency, and the limits of scaling to eight cards.
Experiment: 2026-08-13Image experiments
Qwen Image Storyboards: Four Panels, Twelve Panels and Pro Trade-offs
A small storyboard case study covering panel counts, numbering, character continuity and layout failures, with provider labels and sample limits made explicit.
Experiment: 2026-08-24Image experiments
Why AI Upscaling Changes Image Structure: Sharpness vs Fidelity
A Qwen image-editing case study where high similarity scores coexisted with structural changes, plus a practical review method and interpolation control.
Experiment: 2026-08-15