I've spent years building and improving software across operations and business workflows. More recently, AI-augmented development has changed how I approach the work:

• Less time on repetitive implementation
• More time on architecture, iteration, and outcomes
• Faster path from idea to working system

The tools are powerful, but getting to something reliable and useful still takes judgment and iteration. That's where I spend most of my time.

I'm particularly interested in AI-augmented development workflows, retrieval-based systems, and improving real-world tools that are slow, messy, or underperforming.