{
  "video_id": "2607.07519",
  "channel": "cs.LG",
  "title": "Gradient-free Riemannian Langevin Sampler",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid MCMC method paper with valid technical contribution, but low direct relevance to multi-agent LLM systems; theoretical rather than engineering-focused.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001593,
  "triaged_at": "2026-07-09T15:01:18.107163+00:00"
}