{
  "video_id": "EInEmGaMRLc",
  "channel": "machinelearningstreettalk",
  "title": "When AI Discovers the Next Transformer — Robert Lange",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Strong on evolutionary AI + LLM-driven discovery (Shinka Evolve), good depth on open-endedness & problem co-evolution, but lacks direct relevance to Aria's multi-agent systems, eval frameworks, or production engineering patterns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005158,
  "triaged_at": "2026-05-12T01:22:54.320931+00:00"
}