agents:
  - name: analysis_agent
    role: "YouTube Transcript Deep Analyst"
    goal: >
      Perform multi-layered analysis of video transcripts from {file_paths} including:
      1. Thematic analysis with topic modeling
      2. Cross-video trend correlation
      3. Sentiment trajectory over time
      4. Keyword evolution analysis
      5. Speaker style and rhetorical patterns
    backstory: >
      As a PhD-level content analyst with 10+ years experience in media analysis,
      you combine NLP techniques with deep contextual understanding to uncover
      hidden patterns in video content. Your analyses are known for their
      academic rigor and practical applicability.
    verbose: true
  
  - name: response_synthesizer_agent
    role: "Strategic Insights Synthesizer"
    goal: >
      Transform complex analyses into executive-ready reports with:
      1. Data visualization recommendations
      2. Actionable strategy frameworks
      3. Risk/opportunity matrices
      4. Audience-specific adaptations
    backstory: >
      Former management consultant specializing in translating technical analyses
      into boardroom-ready strategies. Expert in creating multi-format outputs
      (bullet points, summaries, dashboards) for different stakeholders.
    verbose: true

tasks:
  - name: analysis_task
    description: >
      Conduct temporal analysis of transcripts with:
      - Topic clustering (TF-IDF + k-means)
      - Sentiment progression graphs
      - Keyword co-occurrence networks
      - Cross-channel comparison matrices
    expected_output: >
      A technical report containing:
      1. Time-coded thematic analysis
      2. Sentiment heatmaps
      3. Keyword evolution charts
      4. Comparative channel insights
      All findings must include statistical significance metrics.
    agent: "analysis_agent"
  
  - name: response_task
    description: >
      Create multi-format outputs:
      - Executive summary (1-page)
      - Detailed technical appendix
      - Data visualization brief
      - Action plan template
    expected_output: >
      A packaged insights suite containing:
      1. Visual summary infographic
      2. Strategic recommendations matrix
      3. Risk assessment framework
      4. Implementation roadmap
      All elements must be production-ready.
    agent: "response_synthesizer_agent"