{
  "video_id": "F_7M4Hc-usM",
  "channel": "stanfordonline",
  "title": "Stanford CS153 Frontier Systems | Scale, AGI, and the Future of Everything",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 0
  },
  "junk_penalty": 1,
  "avg_score": 1.0,
  "effective_score": 0.5,
  "verdict": "skip",
  "one_line_reason": "Valuable founder narrative on scaling & product-market fit (ChatGPT origin), but lacks technical depth, systems architecture, or implementation patterns relevant to Aria's multi-agent/memory/observability focus.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005612,
  "triaged_at": "2026-06-19T03:00:55.329140+00:00"
}