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Pass 1 of 3 user research campaign (12 videos, 5 clusters). - Umbrella: spec.md (full design), plan.md, metadata.json, state.toml, README.md - Multi-pass framing (Pass 2 de-obfuscation, Pass 3 projection) - Lossless preservation directive (1000-10000 LOC per video report target) - Tooling prerequisites: yt-dlp, cv2, imagehash install in repo venv - 5 reusable scripts to live in scripts/video_analysis/ (TDD) - 12 children + 1 synthesis = 14 folders total