{
  "video_id": "2607.01089",
  "channel": "cs.LG",
  "title": "Group-invariant Coresets for Data-efficient Active Learning",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Strong ML theory (group-invariant coresets, quotient-space reasoning, generalization bounds) but orthogonal to Aria's agent/distribution/observability focus; limited engineering applicability without domain-specific group structure.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001681,
  "triaged_at": "2026-07-02T15:01:15.807999+00:00"
}