{
  "video_id": "PNYWi996Beg",
  "channel": "machinelearningstreettalk",
  "title": "Your Brain Is a Prediction Machine, Not a Processor — Karl Friston",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 0
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Deep theoretical framework (Free Energy Principle, Markov blankets, strange loops) with novel mathematical formalization of agency/consciousness, but zero practical engineering implementation for Aria's multi-agent systems.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004838,
  "triaged_at": "2026-05-12T01:24:50.172921+00:00"
}