Add PDF support: render page 1 to an image, tokenize; archive-framed (no gzip)

Dark-mode-safe panels + theme-agnostic plots; match qwen2vl/RAG house style

Fix stale gzip-parity copy (EXACT beats gzip now); clarify text is feature extraction

Pull the int16 projection (deployed wheel token already ~int16-compact); keep raised window cap

int16-residual token projection in size chart; raise auto window cap (n/3, 8192)

Single upload-anything interface: auto-detect modality, never error (bytes fallback)

Build figures via Figure (no pyplot leak); int16 audio sample (no convert warning)

Neutral size-chart title on modality tabs (EXACT can beat gzip there)

Multi-modal demo: image / audio / text tabs alongside the numeric signal

Brand cards + hide basis selection details

Public demo with Nuitka-compiled wheel