{
  "video_id": "AfAmwIP2ntY",
  "channel": "uczhmqk67msjgfcctn7xbfew",
  "title": "Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters (Paper)",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Paper explores test-time compute scaling for LLMs on math benchmarks with thorough experiments, but lacks generalization insights, no direct relevance to Aria's multi-agent/memory/observability focus, and presenter acknowledges results unlikely to transfer across domains.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004919000000000001,
  "triaged_at": "2026-05-12T01:26:44.434203+00:00"
}