https://www.joehutch.com/categories/artificial-intelligence/Recent content in Artificial Intelligence on Joe HutchinsonHugo -- gohugo.ioen-USSun, 17 May 2026 00:00:00 +0000https://www.joehutch.com/posts/agents-and-toolchain-managers/Sun, 17 May 2026 00:00:00 +0000https://www.joehutch.com/posts/agents-and-toolchain-managers/AI coding agents expose a subtle flaw in many modern development environments: tools designed around long-lived human shell sessions often break down when commands are executed through short-lived, non-interactive subprocesses. Devbox, worktrees, cloud agent environments, and shell activation all start behaving differently once the “developer” issuing commands is no longer human.