{
  "video_id": "cdbe744264c760b3",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Novel RL-credit-propagation für episodic memory in LLM-Agents mit starker Aria-Relevanz (Memory-Design, Multi-Step-Reasoning, Agent-Evolution), tiefe theoretische Fundierung durch EC-MDP, aber Code noch pending.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001457,
  "triaged_at": "2026-05-14T11:54:49.235307+00:00"
}