{
  "video_id": "9136fde9b3fc6bb8",
  "channel": "simonwillison-net-atom-everything",
  "title": "Why AI hasn’t replaced software engineers, and won’t",
  "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": "Solide sozio-ökonomische Analyse zur AI-Disruption in SE, aber nicht direkt relevant für Aria-Engineering (Multi-Agent-Patterns, Memory, Observability); leichte Hype-Abschwächung ohne technische Tiefe.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002026,
  "triaged_at": "2026-06-15T03:00:31.137267+00:00"
}