{
  "video_id": "2606.09682",
  "channel": "cs.LG",
  "title": "AutoMegaKernel: A Statically-Checked Agent Harness for Self-Retargeting Megakernel Synthesis",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 3.0,
  "effective_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Systemische Innovation in Agent-driven Kernel-Synthese mit strikter Safety-Validation, Multi-Target-Retargeting und messbar reproduzierbarer Performanz—direkt relevant fuer LLM-Distribution, Cost-Optimierung und Observability in Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002087,
  "triaged_at": "2026-06-09T15:01:03.761459+00:00"
}