# 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. ---