Autopoiesis is a concept for AI platforms shipped with software repositories that provides project-specific AI tools and context through containerized deployment. Users can clone a repo, configure it, and access an AI frontend in their browser with minimal overhead, enabling diverse teams to efficiently integrate AI tooling without lengthy onboarding.