Writing from the Telos team

Killing Coding Agent Slop With Adversarial Self-Play

Long-running coding agents need more than persistence. Adversarial verification is the feedback loop that lets software begin to maintain itself.

Rohan Gupta

Jul 15, 2026 · 7 min read