Problem
Repetitive engineering work — reviews, documentation, planning — consumed time that should go to product.
What I built
AI-assisted workflows integrated into the development process: code-review assistance, documentation generation, product planning support, and general engineering productivity automation.
Architecture / technical decisions
- Claude Code integrated into day-to-day development.
- Guardrails: AI assists, humans decide — outputs reviewed, never merged blindly.
- Workflow automation for docs and repetitive scaffolding.
Result / impact
Faster reviews and documentation with consistent quality, freeing engineering time for higher-value work.
Lessons learned
AI is a force multiplier when scoped to well-defined, verifiable tasks.