AutoDev is an autonomous software engineering agent. It plans architectures, manages file systems, runs terminal commands, and deploys full-stack applications.
Video Link: youtu.be/65gfu8akZSk
At the heart of AutoDev lies the Cline protocol. We utilize Cline's robust file system capabilities and terminal execution environment to give the agent distinct "hands."
- Sandboxed Execution: Every command runs in a secure, monitored PTY (Pseudo-Terminal) instance.
- File Operations: Complex diffing and file manipulation strategies ensure code integrity during massive refactors.
- Tool Use: The agent autonomously decides when to read files, run builds, or browse documentation.
Reliability is paramount in autonomous systems. Kestra provides the orchestration layer that governs the agent's lifecycle.
- Pipeline Management: Kestra handles the "invisible" work—managing state persistence, handling retries for failed agent steps, and triggering deployment workflows.
- Event-Driven: When you push to a repository, Kestra signals AutoDev to wake up, pull the changes, and prepare the environment.
AutoDev doesn't verify its own work in a vacuum. We integrate with CodeRabbit to provide an adversarial review layer.
- Continuous Feedback: Every change generated by the agent is analyzed for logic errors, security vulnerabilities, and anti-patterns.
- Human-in-the-Loop: The review findings are fed back into the agent's context window, allowing it to self-correct before the user ever sees a bug.
The final mile is handled by Vercel.
- Instant Previews: The frontend (Next.js) is automatically built and deployed to Vercel's edge network.
- Zero Config: AutoDev manages the
vercel.jsonand environment variables, ensuring that "Prompt to Production" is literal, not figurative.

