{
  "video_id": "2606.09563",
  "channel": "cs.AI",
  "title": "PRISM: Recovering Instruction Sets from Language Model Activations",
  "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 interpretability method directly addressing agent monitoring and instruction recovery—core Aria observability challenge; rigorous problem formalization + GRPO-based training + security-focused eval; minimal production friction.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001648,
  "triaged_at": "2026-06-09T15:00:08.761656+00:00"
}