Faster delivery without lower quality

Architectural invariants

1. Conventions live in code and machine-checkable rules, not wikis.
2. Design happens before code, and a template keeps it under two hours.
3. Pipelines are composed from shared building blocks, never copy-pasted.
4. AI reviewers check the rules so humans can review the design.

Proof in production

• Created a “deliver faster without compromising quality” workflow that cut technical design doc time from 2 days to 2 hours.
• Built a library of reusable GitHub Actions adopted across engineering, data science and data engineering.
• Wrote AGENTS.md coding rules that AI review agents cite in pull request comments.
• Raised test coverage 25% and halved failed weekend health-check alerts.
• Built new-hire laptop setup automation and a reference service that shows the team's patterns.