{
  "video_id": "2607.05339",
  "channel": "cs.AI",
  "title": "TREK: Distill to Explore, Reinforce to Refine",
  "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": "TREK löst konkrete GRPO-Limitation (off-policy hard prompts) durch elegante zweistufige Distillation+RL-Architektur; starke empirische Gains auf Math+Agentic; direktes Multi-Agent+Eval-Pattern für Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001992,
  "triaged_at": "2026-07-07T15:00:45.898137+00:00"
}