{
  "video_id": "5f8ebdb9fd124c93",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift",
  "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": "Hochrelevante Arbeit zu Agentic-Context-Evolution mit Graph-Struktur, starke empirische Resultate (0.091→0.673), direkt auf Aria-Ziele (Memory-Design, Agent-Reliability, Distribution-Shift) anwendbar, saubere wissenschaftliche Substanz ohne Hype.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001988,
  "triaged_at": "2026-07-13T15:00:56.861826+00:00"
}