{
  "video_id": "-B0zaWoPEFs",
  "channel": "deeplearningai",
  "title": "AI Dev 26 x SF | Panel Discussion: Future of Software Engineering",
  "scores": {
    "depth": 1,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 0
  },
  "avg_score": 1.0,
  "verdict": "summary_only",
  "one_line_reason": "Panel discussion covers agent trends and memory concepts superficially; aria_relevance salvaged by memory-design mentions, but lacks architectural depth, implementation details, or technical frameworks for multi-agent systems.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005061,
  "triaged_at": "2026-05-22T03:05:06.186422+00:00"
}