{
  "video_id": "fb5e9e94ba4e537d",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Managed Autonomy at Runtime: Gear-Based Safety and Governance for Single- and Multi-Agent Cyber-Physical Systems",
  "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": "Formal multi-agent safety framework with gear-based execution control, Lyapunov guarantees, and robotics validation—directly applicable to Aria's agent governance and observability architecture.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001857,
  "triaged_at": "2026-07-02T15:02:17.541379+00:00"
}