{
  "video_id": "9FExfv_yrBs",
  "channel": "ai-makerspace",
  "title": "Amicus AI by Mike Doran - AIE9 Demo Day",
  "scores": {
    "depth": 1,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Local-LLM legal app with solid air-gap architecture (relevance spike) but demo-heavy pitch lacking technical depth on RAG/eval design and agent patterns; production-ready UI but shallow on engineering principles.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0032059999999999996,
  "triaged_at": "2026-05-15T15:02:55.456835+00:00"
}