{
  "video_id": "_SqYCVLLTGk",
  "channel": "hakeemurrehman",
  "title": "Machine Learning Regression Models & Evaluation Metrics | MAE, MSE, RMSE, R², Cross Validation",
  "scores": {
    "depth": 1,
    "novelty": 0,
    "aria_relevance": 0,
    "production_ready": 1
  },
  "avg_score": 0.5,
  "verdict": "skip",
  "one_line_reason": "Standard ML fundamentals (MAE/MSE/R²/CV) with no connection to Aria's multi-agent, memory, or observability architecture concerns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.00494,
  "triaged_at": "2026-05-16T15:01:20.585024+00:00"
}