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Client work
Renew Home

AI development foundations for Renew Home

A foundations workshop: vibe coding vs. real AI-driven development

Editorial photography
Outcome summary

Martian Engineering delivered a one-day AI development workshop for Renew Home's engineering team. Haavn AI brokered the engagement and shaped the requirements. The session compared one-off AI prototypes with work inside established codebases, then moved into a hands-on lab where participants tried the methods directly in Renew Home's repositories.

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.

A broad red desert canyon
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