{
  "video_id": "2606.17872",
  "channel": "cs.LG",
  "title": "AnchorKV: Safety-Aware KV Cache Compression via Soft Penalty with a Refusal Anchor",
  "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 safety-aware KV cache compression via representation anchoring; directly relevant to LLM inference cost-optimization and safety alignment—core Aria infrastructure concern.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001693,
  "triaged_at": "2026-06-17T15:02:34.089153+00:00"
}