{
  "video_id": "a9710be01fc3ea58",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories",
  "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": "Hochgradig relevante Arbeit zu Representation Editing für LLM-Steuerung mit neuen geometrischen Insights (Truth-Codierung, Uncertainty Principle, Decay Effect); direkt anwendbar auf Aria Brain-Architektur und Multi-Agent-Routing.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001903,
  "triaged_at": "2026-06-30T15:02:27.615045+00:00"
}