{
  "video_id": "2606.09734",
  "channel": "cs.LG",
  "title": "Adaptive directional gradients for parameterised quantum circuits",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Hochgradig spezialisierte Quantencomputing-Optimierung (PQC-Gradientenestimation); theoretisch fundiert und neu, aber orthogonal zu Aria-Zielen (Multi-Agent, LLM-Memory, Observability) und praktisch nur auf Quantum-Hardware umsetzbar.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0019649999999999997,
  "triaged_at": "2026-06-09T15:01:16.106698+00:00"
}