{
  "video_id": "57bb736b4dc66f85",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "QANTIS: Hardware-Calibrated Sequential POMDP Belief Updates on IBM Heron",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 2.25,
  "effective_score": 2.25,
  "verdict": "promote",
  "one_line_reason": "Rigorous quantum-classical POMDP belief-update engineering on real hardware; methodologically sound and novel, but narrow applicability and pre-production maturity limit immediate Aria relevance.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017699999999999999,
  "triaged_at": "2026-07-09T15:01:58.766378+00:00"
}