Insights

Articles on AI product decisions, automation, and engineering — how I think through problems, not project write-ups.

10 Business Workflows That Can Actually Be Automated With AI

Not every workflow should be automated. Here are ten that deliver real ROI when done thoughtfully.

AI is powerful, but it's not always the right tool. A practical guide for technical decision-makers.

A phased approach to integrating AI features into production products without disrupting existing users.

Retrieval-Augmented Generation demystified — architecture, trade-offs, and when to use it.

Architecture decisions, pitfalls to avoid, and a practical implementation roadmap.

Understanding when agents make sense versus simpler rule-based or script-based automation.

Practical patterns for adding AI capabilities to existing React and Next.js applications.

Recognizing when incremental improvement isn't enough — and how to plan a sustainable migration.

A structured framework for evaluating architecture, performance, and maintainability.

The gap between a working demo and a reliable production AI feature — and how to close it.

Have an idea, an application that needs improvement, or a workflow that feels unnecessarily manual? Tell me what you're working on.