{
  "video_id": "2607.06157",
  "channel": "cs.CL",
  "title": "LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability",
  "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": "Rigorous multi-agent evaluation framework with partial observability & deliberation scaffolds; directly addresses Aria's core multi-agent patterns, eval methodology, and LLM collaboration limits.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001694,
  "triaged_at": "2026-07-08T15:00:35.519852+00:00"
}