{
  "video_id": "2606.29946",
  "channel": "cs.IR",
  "title": "POEM: Partial-Order Enhanced Real-Time Sequential Modeling for Recommendation",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solide IR-Paper mit praktischen Gains, aber tangential zu Aria-Kern (Multi-Agent, Memory, LLM-Distribution); eher Recommendation-Engineering denn Brain-Architektur.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001827,
  "triaged_at": "2026-06-30T15:01:44.736536+00:00"
}