writing
Working notes on shipping AI and full-stack work.
Short writing on product decisions, LLM workflows, and the systems behind the demos.
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.
aiproductNotes 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-stackWhat 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