{
  "video_id": "3ca1d321c4650555",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Less Context, Better Agents: Efficient Context Engineering for Long-Horizon Tool-Using LLM Agents",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Rigorös empirisch validierte Context-Engineering-Strategie für Multi-Tool-Agents mit direkter Enterprise-Anwendbarkeit; starke Relevanz für Aria's Memory- und Cost-Optimierungsziele.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001881,
  "triaged_at": "2026-06-10T15:05:27.804289+00:00"
}