# Parallel AI Agents Beat Specialists — Sometimes

- slug: parallel-ai-agents-beat-specialists-sometimes
- date: 2026-04-01
- category: Agentics

When agents explore in parallel, they find more fixes faster — but keep repeating the same ones. When they hand off to specialists first, they find fewer fixes but deeper ones. The authors call for routing between these modes at runtime.

---