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A tutorial reconstructs the VideoAgent workflow for video understanding and editing. It defines an intent parser, agent library, tool router, graph planner, and textual-gradient optimizer. The system connects planning components to FFmpeg, Whisper transcription, scene detection, keyframe sampling, captioning, cross-modal indexing, retrieval, trimming, beat-synced editing, and rendering.
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