Ai Engineering
Code review is the new bottleneck; how I'm using AI to manage it
We invested in AI code generation but left reviews behind. Custom review skills and a feedback loop between generation and review changed everything.
I'm Jeremy, a senior fullstack engineer and tech lead specialized in TypeScript, NestJS and Next.js. I build complex fintech platforms and write about software craftsmanship, AI-assisted development, and scalable architecture.
We invested in AI code generation but left reviews behind. Custom review skills and a feedback loop between generation and review changed everything.
Structured interactive workflows turn AI into a real DDD facilitator — not an oracle that generates generic models, and not a rubber duck that just listens.
Most backend systems don't fail from picking the wrong pattern — they fail from adding complexity too early or too late. A practical guide to recognizing the signals and evolving your architecture.