The context
Haavn AI brokered the engagement and helped shape the requirements. Renew Home wanted a foundation for using AI tools in its engineering work.
What Martian taught
The one-day workshop compared one-off AI prototypes with agent-assisted work in large, established codebases. It focused on the choices and review practices involved when AI contributes to software that a team must maintain.
Hands-on work
Participants closed the session with a lab in Renew Home's own repositories, applying the methods to familiar code and tasks.

