Small tools, clear jobs
I like tools that do one thing well and fit together without a lot of ceremony.
Composable tools for AI workflows with highly reproducible and observable outcomes.
I design focused AI-development capabilities that compose into practical, inspectable workflows—from agent tooling and Linux systems to automation, data, and the web.
I like tools that do one thing well and fit together without a lot of ceremony.
Useful logs, clear docs, and repeatable steps make systems easier to trust and hand off.
The user, the infrastructure, the cost, and the people who maintain it all count.
I will try new tools, but they still have to earn their place in the workflow.
Fresh from the workbench
A small window into the latest notes and repositories, while the full archive stays one click away.
Blog

Git BBQ gives coding agents durable project context, ADR scaffolding, validation, and explicit Git habits. Add Long-Running Tasks and Codex gets a much better way to carry careful work across turns.
In vibrant new TechniBW Also called, "what to do when encountering the following Error: No matching host key type found. Their offer: ssh-rsa,ssh-dss" ?? I've got a super old UAP-LR I still manage with an old version of the Unifi Controller locally, since I barely use WIFI for a…
Well, not \that\ new, but still ... different, and decidedly unconventional... I keep telling myself I've gotta write about the Hikvision setup I put together at my friend's fast food restaurant/mini dinosaur theme park, because it's so unusual, I doubt many people have done it…

Virtual network flow chart details stunningly-performant namespace network: Bypass4NetNS I've been keeping an eye on nerdctl. While it's still a little trickier than Docker or Podman for commands to work consistently, there's fascinating innovation happening under its hood. One…
Portfolio


Portable agent workflow kit for specification-driven development, safe network operations, distributed orchestration, and recorded demonstrations.


Airflow and Python pipeline for turning Google Takeout AI/search records into validated blog articles