{
  "video_id": "2606.23664",
  "channel": "cs.LG",
  "title": "MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?",
  "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": "Systematische empirische Studie zu Prompt-Optimierung in Multi-Agent-LLM-Systemen mit direkter Relevanz für Aria-Architektur, klarer Reasoning-Kette ohne Hype, identifiziert Skalierungsgrenzen und praktische Design-Tradeoffs.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018419999999999999,
  "triaged_at": "2026-06-23T15:00:53.161774+00:00"
}