Multi Video Synthesis

Skill: Autonomous Multi-Video Synthesis Pipeline

Objective: (ATTENTION GUARDIAN) Perform a high-density Targeted Extraction across a massive amount of video content (10+ videos) to extract the absolute truth, map the semantic landscape, and save the user from hour-long research.

Execution Steps:

• Broad Search: Use search_youtube with max_results=15 to cast a wide net across the topic.
• RoA Filtering (MANDATORY):
• Fetch details for ALL videos using get_video_details.
• Calculate engagement metrics with calculate_engagement_metrics.
• Identify the top 10 videos that have the highest "Return on Attention" (high engagement, relevant keywords, authoritative channels).
• Explicitly tell the user which videos you are ignoring and why (e.g., "Filtering out 5 videos that appear to be clickbait/low-engagement").
• Massive Ingestion:
• For the top 10 videos, attempt to retrieve all transcripts using get_video_transcript.
• If any transcripts are unavailable, use get_video_details to read their metadata and descriptions as a high-signal fallback.
• Semantic Mapping & Synthesis:
• Cross-reference all transcripts simultaneously.
• Map the "Semantic Vectors": Identify the Consensus (arguments shared by 3+ creators), the Controversies (conflicting viewpoints), and the Hidden Gems (unique insights mentioned by only one expert).
• Precision Targeting:
• For every major argument or insight in your synthesis, you MUST provide at least one direct ?t=... jump-link using generate_timestamp_url.
• Unified Report Delivery:
• Provide a structured "Multi-Video Intelligence Briefing".
• Include a "Consensus vs. Controversy" table.
• Provide a "Clips of Interest" list with direct timestamp URLs.
• Always ask if the user wants to see a visualization of these findings (e.g., a chart of creator sentiment) or publish this to a shareable HTML report.

Key Design Principle: You are the orchestrator of this pipeline. You are not just summarizing videos; you are synthesizing a new, high-density knowledge artifact that does not exist elsewhere on the web.