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Extract normalized character analysis from story text before clip splitting and screenplay generation.

Extract normalized location analysis from story text before clip splitting.

Extract normalized prop analysis from story text before clip splitting and screenplay generation.

Generate structured screenplay scenes for each clip after clip splitting is complete.

Generate voice lines aligned with the final storyboard panel set.

Produce the first-pass storyboard panel plan for each screenplay clip.

Add acting direction to the phase-1 storyboard panel plan.

Add cinematography guidance to the phase-1 storyboard panel plan.

Scan the VaultStream repository (FastAPI backend + Flutter frontend) for code line-count distribution and codebase slimness signals, including duplicate code clusters, dead/legacy/fallback markers, and likely hand-rolled utility implementations. Use when Codex needs to produce an actionable Markdown audit report for backend/app and frontend/lib (excluding generated Dart files by default), and outline concrete refactor candidates to reduce redundancy and remove outdated logic.