Notes from
inside the build.
AI boundaries, backend architecture, and the decisions that turn ambitious product ideas into dependable software.
AI systems
Safety before language models
What a health assistant taught me about placing deterministic systems around probabilistic intelligence.
6 min↗
02Backend architecture
Architecture under a four-week clock
How I turned a broad humanitarian platform into domains, queues, and a delivery map.
5 min↗
03Build notes
Shipping a voice product in three days
The product choices behind Yappper, an AI survey platform and Raenest × DevCareer hackathon winner.
4 min↗
