{
  "video_id": "2607.07388",
  "channel": "cs.CL",
  "title": "TF-Engram: A Train-Free Engram with SSD-Backed Memory for Large Language Models",
  "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": "Technisch tiefe, train-free Memory-Architektur mit GPU-DRAM-SSD-Hierarchie und Prefetching direkt relevant fuer Aria's Memory-Design und Cost-Optimierung; saubere Methodik ohne Hype.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001846,
  "triaged_at": "2026-07-09T15:00:43.005501+00:00"
}