{
  "video_id": "7176df349cdcf048",
  "channel": "hnrss-org-show",
  "title": "Show HN: Proxy Block-CAGE, a new sparse block attention",
  "scores": {
    "depth": 1,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 0
  },
  "junk_penalty": 2,
  "avg_score": 1.0,
  "effective_score": 0.0,
  "verdict": "skip",
  "one_line_reason": "LLM-generated attention method without rigorous validation, lacks theoretical grounding and empirical evidence; Clickbait-Marker ('better way', ChatGPT-as-researcher) ohne Substanz-Belege oder Benchmarks.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001732,
  "triaged_at": "2026-06-24T15:01:47.028211+00:00"
}