{
  "video_id": "dI8pLC1BLSM",
  "channel": "stanfordonline",
  "title": "Stanford Robotics Seminar ENGR319 | Spring 2026 | Interactive Autonomy",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Solid game-theoretic foundations for multi-agent robotics (potential games, Nash equilibria) but limited novelty (established theory), marginal Aria relevance (no LLM/multi-agent patterns/observability focus), and primarily conceptual rather than implementation-ready.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004834,
  "triaged_at": "2026-05-22T03:05:00.073984+00:00"
}