AI-Assisted Engineering: Shipping Faster with Cursor & Claude Code

AI is a force multiplier, not a replacement

After 18+ years of writing software, the biggest shift in my workflow has been AI-assisted engineering. Tools like Cursor AI and Claude Code don't replace judgment — they remove friction.

Where it helps most

1. Planning — turning a vague feature request into a concrete, reviewable plan.
2. Refactoring — safely reshaping code with tests as a guardrail.
3. Documentation — keeping docs in sync with the code as it changes.
4. Testing — generating thorough happy-path, failure, and edge-case tests.

Keeping architecture clean

The trap is letting AI generate sprawling, inconsistent code. I keep a tight feedback loop: small diffs, clear conventions, and tests that prove each change. The result is faster delivery without sacrificing the clean architecture that keeps a SaaS maintainable.