{
  "video_id": "2606.09613",
  "channel": "cs.AI",
  "title": "AGENTSERVESIM: A Hardware-aware Simulator for Multi-Turn LLM Agent Serving",
  "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": "Hardware-aware simulator für Multi-Agent-Serving mit klarem Engineering-Fokus: löst konkrete Probleme (KV-Cache-Management, Scheduling, Tool-Gaps) durch modulare, validierte Architektur—direkt relevant für Aria's Agent-Deployment und Cost-Optimierung.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001948,
  "triaged_at": "2026-06-09T15:00:24.649978+00:00"
}