{
  "video_id": "2607.08565",
  "channel": "cs.AI",
  "title": "SMetric: Rethink LLM Scheduling for Serving Agents with Balanced Session-centric Scheduling",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 3.0,
  "effective_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Fundamentale Arbeit zu Agent-spezifischem LLM-Scheduling mit neuer Session-centric Insight, starkem empirischen Beweis (10-34% TPS-Gewinn) und direkter Architektur-Relevanz für Multi-Agent-Systeme; saubere Reasoning-Kette, keine Hype-Marker.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002095,
  "triaged_at": "2026-07-10T15:00:43.575865+00:00"
}