A2C
Architecture to Commit explores how architecture, ADRs, and documentation can become the source material for AI-assisted implementation workflows. Learn more →
AI-assisted systems architecture and software engineering
I am a senior systems architect on a mission to help engineering teams use AI in a way that is both effective and sustainable, supporting real productivity gains while staying healthy for the people doing the work, by integrating it into systems and software architecture, embedded software development, and hardware–software co-design instead of bolting it on as an afterthought.
I work at the intersection of systems architecture, embedded software, build and tooling strategy, and AI-assisted engineering workflows. Drawing on years of embedded systems, protocol, and engineering leadership experience, I focus on documentation-as-code, ADR-driven development, multi-repo modernization, and workflow design that turns architectural intent into reliable implementation.
A2C
Architecture to Commit explores how architecture, ADRs, and documentation can become the source material for AI-assisted implementation workflows. Learn more →
Superbuild
Superbuild focuses on assessing and modernizing legacy multi-repo build environments with structured tooling, generated artifacts, and AI-aware migration support. Learn more →
esys-xgit
esys-xgit addresses the tension between AI-driven development and safe, understandable Git workflows. Learn more →
This site is also a library of technical notes, project thinking, and architecture work in progress. I use it to publish practical reflections on AI-assisted engineering, systems design, documentation workflows, and the realities of building durable technical systems.