{
  "video_id": "2605.30207",
  "channel": "cs.AI",
  "title": "Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Rigorous empirical audit of persona-conditioning bias in LLM recommendations with strong methodology, but limited relevance to Aria's core multi-agent/memory/distribution patterns; useful for observability/eval framing.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001594,
  "triaged_at": "2026-05-29T15:00:37.776414+00:00"
}