{
  "video_id": "2606.03463",
  "channel": "cs.CL",
  "title": "DMF: A Deterministic Memory Framework for Conversational AI Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "avg_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Direkter Hit auf Memory-Design & Cost-Optimierung mit mathematisch fundiertem, deterministischem Ansatz statt LLM-basiert; starke Benchmarks gegen State-of-Art (Mem0); sofort umsetzbar.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001545,
  "triaged_at": "2026-06-03T15:00:44.026370+00:00"
}