Welcome, timothy here.
Just a site preserving the principles and knowledge gathered and sharing with those finding it useful.
Professional background in the following:
- software engineering / development
- project delivery
- solution implementation
- external customer engagement
- internal team coordination
Currently having a professional break and transitting into new era of working with Artificial Intelligence (AI) and Automation. New mindset and break away from the traditional engineer mindset and into th new and run infrastructure — currently a personal platform spanning 9 nodes and 120+ containers: deployment, monitoring, security hardening, and an automation layer on top that handles the things I don't want to do by hand.
That automation layer increasingly runs on orchestrated AI agents rather than fixed scripts — task delegation across specialized agents, tool-calling architectures that hold up under real day-to-day load, not just demos. Concretely: automated email triage, financial tracking, and a few systems that watch themselves and only escalate when something's actually wrong.
Professionally, that's the direction I'm leaning: forward-deployed, hands-on AI automation and infrastructure work. I'm not on an urgent job search — this is more a running record of what I've actually built.
This blog is where the write-ups live: incident postmortems, architecture decisions, the debugging sessions that turned out to matter. Not tutorials — notes.