{
  "video_id": "c9fcb4e0c4b0a850",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness",
  "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": "Xcientist adressiert direkt Aria-Core (Memory-Design, Multi-Agent-Workflows, Observability, Eval-Setup via Research Harness); starke konzeptionelle Tiefe (Claim-Drift-Failure-Analyse, Contract-Governance, Artifact-Externalization); empirisch validiert; saubere wissenschaftliche Argumentation.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001906,
  "triaged_at": "2026-06-18T15:03:27.412482+00:00"
}