{
  "video_id": "dh-u1nn7cCs",
  "channel": "jason-liu",
  "title": "Why Devin (Cognition) does not use multi agents",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Deep architectural analysis of context-engineering principles for single-agent vs multi-agent systems with direct production patterns; highly relevant to Aria's agent design philosophy",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004759,
  "triaged_at": "2026-05-22T03:10:00.667328+00:00"
}