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

• Polygon: shipping full-stack outcomes across payments, bridging, and staking with stronger testing, reliability, docs, and observability.
• Docs & runbooks: turning tribal knowledge into clear, operable context so teams can move faster with confidence.
• AI systems work: tightening agent orchestration through better prompt patterns, token budgets, and context assembly under messy real input.
• Public sharing: writing practical notes on what worked, what failed, and what changed.
• Operator tooling: building practical CLI/TUI workflows for daily execution.

Not now (on purpose)

• Chasing vanity posting volume over useful signal.
• Turning this site into a gimmicky personal dashboard.
• Trying to optimise every goal at once; this season is about depth in systems and AI craft.

Open questions & asks

• Looking for a small, high-signal builder community to learn and ship with (Discord + occasional calls works).
• Open to comparing notes with people building practical agent systems for engineering, ops, and product execution.