Code Mala Tang

Jun 18, 2026 · Artificial Intelligence

How Warp’s Dual‑Loop Architecture Enables Self‑Improving AI Agents

The article explains Warp founder Zach Lloyd’s practical dual‑loop system that lets AI agents automatically learn from human‑corrected feedback, continuously refining their task‑execution skills through an inner execution loop and an outer improvement loop.