{
  "video_id": "B8NvdfssGac",
  "channel": "stanfordonline",
  "title": "Stanford CS153 Frontier Systems | Ben Horowitz from a16z on Venture Capital Systems, Network Effects",
  "scores": {
    "depth": 1,
    "novelty": 0,
    "aria_relevance": 0,
    "production_ready": 0
  },
  "avg_score": 0.25,
  "verdict": "skip",
  "one_line_reason": "VC/Organizational leadership content with zero relevance to Aria's AI systems engineering focus; no technical insights on agents, memory, eval, LLM-distribution, or observability.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.006791,
  "triaged_at": "2026-05-15T15:06:16.112218+00:00"
}