WebSocket Delivery Contracts That Actually Hold
2026-02-151 min read
Realtime systems fail when delivery semantics are vague. I prefer explicit contracts for ordering, replay, and reconnect.
backendwebsocketarchitecture
Writing
Notes based on my experiences and reflections about my work, as well as random knowledge I find interesting.
From Model Tests to Product Decisions
2026-02-141 min read
Running many model experiments is easy. Turning them into product decisions requires a clear evaluation frame.
machine-learningexperimentationproduct
CLI Design for Low-Error Operations
2026-02-121 min read
Good CLI tools are not about fancy flags. They are about reducing operator mistakes under pressure.
toolingcliengineering
Shipping Side Projects With Maintainable Scope
2026-02-101 min read
Most side projects fail from uncontrolled scope. I keep momentum by constraining architecture and release shape.
full-stackdeliverymaintainability