整合 風險修復 2 min read
Multi-Agent vs Single-Agent Incident Response: Production Decision Quality 2026
ArXiv 2025 controlled trial with 348 trials showing 100% actionable vs 1.7% (80× specificity, 140× correctness, ~40s latency)
Memory Security Orchestration Interface Infrastructure