{
  "video_id": "12f121eae698cba0",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "From Atomic Actions to Standard Operating Procedures: Iterative Tool Optimization for Self-Evolving LLM Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Directly addresses Aria's multi-agent evolution via tool synthesis & optimization; strong novelty (SOP abstraction), deep reasoning-chain (atomic→procedural→iterative refinement), minimal junk.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017139999999999998,
  "triaged_at": "2026-07-09T15:02:27.043035+00:00"
}