writing
Working notes on shipping AI and full-stack work.
Short writing on product decisions, LLM workflows, and the systems behind the demos.
4 notes
Notes from passing the Claude developer exam
I passed Claude Certified Developer – Foundations with 896/1000 after four days of prep. Here is how the exam is weighted and what kind of answer it rewards.
aicertificationShipping AI features without the demo trap
A working prototype is easy. Most of the product work is making it survive real prompts, latency, and empty states.
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.
engineeringfull-stack