I write about engineering in practice.

A hands-on analysis of using the Aontu declarative specification language to validate microservice boundaries, interface contracts, and distributed architectural invariants.

Exploring how transformer layers parallelize across streaming multiprocessors, and research directions into minimizing VRAM allocation and electrical wattage during inference.

A reflection on the journey from basic computer usage to inspecting device driver lifecycles, memory-mapped I/O, and system call execution in Linux.