Fix edge-case bugs found in a thorough code review

Harden knowledge graph build (isolation, status reset, embed fallback)

Add knowledge graph search over extracted text

Support optional shared online-OCR key via env var

Disable local handwriting gracefully when packages absent

Restructure layout and refresh palette

Redesign UI with light and dark themes

Add PDF extractor app and Dockerfile