Blog
Notes on shipping AI and full-stack work.
Short writing on product decisions, LLM workflows, and the systems behind the demos.
Jun 12, 2026·5 min
Shipping AI features without the demo trap
A working prototype is easy. A feature that survives real prompts, latency, and empty states is the actual product work.
AIProduct
Apr 28, 2026·6 min
Notes from building study tools with LLMs
Turning notes and PDFs into flashcards taught me more about async jobs and evaluation than about prompt wording.
AIFull-stack
Feb 10, 2026·4 min
What I look for when choosing a stack
I pick tools for the next six months of shipping, not for an imaginary perfect architecture.
EngineeringFull-stack