The idea is that you define your everyday development workflows as YAML and let them run continuously on Kubernetes. Agent tasks are Kubernetes CRDs, so things like:

- Watch for “bug” issues → auto-draft a fix PR

- Auto-review incoming pull requests

- Auto-triage new issues with labels and priority

- Periodically scan the codebase → propose improvements

- Test the project as a new user → surface rough edges

Kelos is using this on itself. The self-development pipeline picks up open issues, investigates them, opens or updates a PR, self-reviews, and retries if CI fails. When the agent gets stuck, it labels the issue needs-input and stops:

https://github.com/kelos-dev/kelos/tree/main/self-developmen...

I still do the final review and manually merge PRs, but it’s been quite helpful.

https://github.com/kelos-dev/kelos

Happy to answer questions about the design or what’s broken.