{
  "video_id": "d606be3080940cef",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning",
  "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": "Novel reasoning-vs-memorization distinction in RL exploration with strong Aria relevance (multi-agent reward shaping, eval signal design, capability preservation); rigorous method but implementation details sparse.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.00168,
  "triaged_at": "2026-06-10T15:06:41.788801+00:00"
}