{
  "video_id": "2607.07409",
  "channel": "cs.CL",
  "title": "DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting",
  "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": "Originäre LLM-Inference-Optimierung mit modularem Design, niedriger Trainingskosten und klarer technischer Architektur—direkt relevant für Aria's Latenz/Cost-Trade-offs und Multi-Agent-Deployments.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001816,
  "triaged_at": "2026-07-09T15:00:53.104445+00:00"
}