{
  "video_id": "8a7e5e379d6015c7",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "CogniConsole: Externalizing Inference-Time Control as a Formal Abstraction for Reliable LLM Interactions",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Formal abstraction for inference-time control with empirical validation (N=489); directly applicable to Aria's multi-agent coordination, memory scaffolding, and reliability patterns—decouples model capability from system reliability.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001722,
  "triaged_at": "2026-07-13T15:00:31.198044+00:00"
}