{
  "video_id": "2607.01071",
  "channel": "cs.AI",
  "title": "MemSyco-Bench: Benchmarking Sycophancy in Agent Memory",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
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  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Kritische Insight in Agent-Memory-Pathologie (Sycophancy); neues Benchmark-Design; direkt relevant für Aria's Memory-Architecture und Eval-Setup; saubere wissenschaftliche Argumentation.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017300000000000002,
  "triaged_at": "2026-07-02T15:00:17.166141+00:00"
}