{
  "video_id": "3rWSvrFahIY",
  "channel": "ycombinator",
  "title": "5 Papers That Show Where AI Research Is Heading Right Now",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Substantive research overview (scaling laws in protein ML, alternatives to backprop, continuous learning) with strong conceptual clarity, but lacks engineering specifics for Aria's multi-agent/observability/memory stack; more curated survey than actionable blueprint.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005334,
  "triaged_at": "2026-06-17T15:00:51.670155+00:00"
}