An enterprise AEM platform, and the AI-assisted workflow the team develops on. Client confidential.
- Joined a build already in flight; little had shipped
- Components built for the platform’s token-based, two-theme design system
- Okta authentication integration owned; Stripe payments and a multi-step transactional flow alongside the team
- On a team of 10–15 active developers at a time
- Cursor and GitHub Copilot’s agent mode tried and dropped before this one held
I brought the workflow into the main repository in March 2026 as two rule files and reviewed the team’s changes as they built the set out. Alongside that I built on the platform through the same workflow, mostly its React front end, with Java where needed. Within six months, 25 of the 51 engineers who had committed to the repository were shipping AI-assisted work.
- Repository contributors shipping AI-assisted work within six months
- 25 of 51
- Time for the team to double
- 26 weeks
- Commits per active developer-week over the same period
- +24%
- Pull request volume doubled; median time to merge
- 3.3 h → 2.7 h
