{
  "video_id": "trEM9OKr5Sc",
  "channel": "langchain",
  "title": "How Ramp built an AI agent that can think outside of tokens | Alex Shevchenko",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Tiefe Agent-Architektur mit Sandbox-Pattern, Video-zu-Workflow-Mining und Multi-Modal LLM-Orchestration – hochrelevant für Multi-Agent-Design und praktische Observability im Financial-Domain.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.006707,
  "triaged_at": "2026-05-14T11:52:42.896236+00:00"
}