About
I help teams ship automation that runs unattended: trading bots, Selenium automation, and tool-calling AI agents. The work is reliability-first — safe retries, idempotency, observability, and calm runbooks.
Clear rules for what to retry vs stop vs escalate so automation doesn’t amplify incidents.
Telemetry you can actually use during incidents (not a wall of logs).
A checklist and decision path so you can debug faster and avoid repeat failures.
What you can expect
This site is built to produce practical outcomes: fewer incidents, fewer duplicates, and clearer debugging.
- Bounded retries (no infinite loops / retry storms)
- Idempotency + dedupe for side effects
- Telemetry fields + runbooks you can reuse
Where to start
If something is breaking right now, start with services. The fastest path is an Audit, then a Hardening Sprint.
If you prefer reusable assets (defaults, schemas, runbooks), join Axiom Ops.
For a direct message, use the contact form.
What I’m building
MatrixTrak is the home for reliability-first automation content and shipped assets. Axiom Ops is the product path: reusable defaults and runbooks derived from real incidents.