{
  "video_id": "2607.08768",
  "channel": "cs.CL",
  "title": "UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Capability-driven benchmark mit Live-Evaluation, Multi-Agent-Loop und systematischer Isolierung von Model vs. Framework Effects — direkt relevant für Aria Agent-Eval und Observability.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001801,
  "triaged_at": "2026-07-10T15:00:56.297810+00:00"
}