Devin AI agent: inside the VM architecture
Devin AI creates pull requests in under 10 minutes by running inside a sealed virtual machine, keeping local environments clean.
Devin AI creates pull requests in under 10 minutes by running inside a sealed virtual machine, keeping local environments clean.
Early 2025 data shows Devin failed 14 of 20 real-world tasks. Explore why spec-driven orchestration now beats single-agent autonomy for engineers.