{
  "video_id": "2607.07706",
  "channel": "cs.LG",
  "title": "The Key to Going Linear: Analysis-Driven Transformer Linearization",
  "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": "Rigorose mechanistische Analyse von Transformer-Linearisierung mit skalierbaren Interventionen (Sink-Tokens, Cache-Routing); direkt relevant fuer LLM-Distribution und Inference-Optimierung bei Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001692,
  "triaged_at": "2026-07-09T15:01:08.059233+00:00"
}