Add 12 scoring & environment improvements with full test coverage

Update HF Space: final architecture diagram, frontend, and README

Close all Person D tasks: README enhancements, docs, UI close-out (152/152 = 100%)

Merge remote-tracking branch 'origin/master' into ayush

frontend changes

Add MOD 08 schema tests, V2 training stack, and close MOD 08/JDG 07/API 01/OBS 02

Merge remote-tracking branch 'origin/Kush'

Add Person D docs, README results, episode ID, demo script, and checklists

Reword Oracle docs for remote push filter

Add hybrid Oracle layer and update architecture docs

Recover env judge training stack and sync project tracking

Recover env server client stack and deployment tracking

Add AGT 04/05/07 implementations, server integration, and doc updates

Add future improvements doc, import FND 09 and MOD 01-03 completions

Import and normalize Max backend scaffold with validated partial status

Rename owner docs to kian max kush and update mappings

Complete FND 02 FND 05 FND 06 FND 07 foundation setup bundle

Add README with SVG architecture diagram and project instructions