Now

North star

Build systems that help people move faster with confidence.

At work: make complex systems reliable, testable, and operable.

Outside work: keep refining practical AI and agent orchestration through fast iteration and shipping.

Current focus

Current loop: bigger scope at work, sharper public tooling outside work, and cleaner systems at home.

• Polygon: moving into Open Money Stack while still supporting core application work when needed. Same priorities as ever: reliability, testing, docs, and operability.
• CLI tools: tfl-cli and companies-house-cli are now joined by rail-cli. I am tightening the agent-first pass across all three: predictable output, cleaner JSON, better landing pages, and better surrounding skills.
• OpenClaw stability: cleaning up the upgrade churn so the stack is boring again: fewer false alarms, healthier crons, clearer memory behaviour, and less dead operational baggage.
• Open Markets mini-series: shipped a three-part AI-assisted audio series on DEXs. It is a useful portfolio piece for voice, scripting, and shipping something weird but real.
• Family ops: putting more structure around shared planning, nutrition, and training so personal life is not running on loose notes and good intentions.

Not now (on purpose)

• Dragging weak projects along just because time is already sunk. If the signal is bad, I would rather cut scope and move on.
• Building dashboards or automation that look clever but do not change behaviour.
• Trying to keep every work, builder, and personal lane equally hot at the same time.

Open questions & asks

• Always interested in comparing notes with people building practical agent systems, especially CLI/TUI tools or operator workflows that have to work in the mess of real life.
• Still looking for a small, high-signal builder circle where people ship, share the rough edges, and do the occasional call instead of endless noise.