{
  "video_id": "2606.31270",
  "channel": "cs.CL",
  "title": "Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
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  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Novel failure-driven self-improvement paradigm for computer-use agents with strong multi-agent relevance, empirical validation, and inference-time optimization without training overhead.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001682,
  "triaged_at": "2026-07-01T15:00:11.870705+00:00"
}