Surface per-frame patch breakdown in the chart legend + JSON

Uniform baseline: same N frames as codec, equal per-frame allocation

Chart: cumulative patch count over time, codec vs uniform

IPPP canvas: overlay P-frame patches onto I-frame at same dimensions

Add 'Target canvases (total per video)' slider, default 4

Canvas: one per GOP group with IPPP (I-frame + P-frame patches)

Remove 'by lmms-lab' chip from hero

Rename viz mode 'Side-by-side' label to 'Both'

Remove pipeline flow strip, Quick presets, Hero pills, GOP=global

Mobile responsive layout (≤768px and ≤480px breakpoints)

Replace bottom Examples + top stats card with one demo button

Fourth UI pass: stats tiles + tame Gradio empty placeholders

Third UI pass: pipeline flow, primary outputs, animations, empty states

Add gr.Examples block (gated on demo file presence)

Add GOP parameter: fixed (4/8/16) and dynamic (energy-adaptive)

Rename to OneVision Encoder; global top-K; codec-vs-uniform charts

Rename to OneVision Patch Inspector + presets, charts, UI polish

Fix Gradio 6.0 API breakage on HF Spaces

Codec patch selection demo: visualization + canvas

Add minimal ffprobe-based codec inspector