Prompt Design

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• Team DeliverablesOutputs templates for multi-agent teams.
• ParallelWeb search, content extraction, deep research, data enrichment, entity discovery, and.
• RememberReviews auto-memory entries and proposes which to promote or clean up.
• Code Layout Evaluation PrinciplesEvaluate code layout quality based on accuracy, consistency, readability.
• Cliptalk Content ExtractorLocates and assembles source passages matching a semantic request.
• Cliptalk Delivery QcChecks a finished video render for decode errors, black frames, silence, and loudness.
• Cliptalk Highlight DirectorFinds and assembles strongest moments into reels.
• Cliptalk Multi Topic AssemblerBuilds video clips covering every required topic and reports what footage is missing.