Notes from building and debugging systems.
Practical technical writing on reliable integrations, automation, backend investigation, and using AI with clear validation boundaries.
Build an Incident Timeline Before Chasing a Production Fix
A practical, non-client-specific framework for reconstructing what changed, what failed, and what evidence to preserve.
Read article ↗Integration Discovery Before Implementation
A non-client-specific checklist for mapping systems, ownership, failure modes, and validation before implementation.
Read article ↗Validate an Integration as a Business Flow, Not Just an API Response
A practical checklist for validating records, retries, exceptions, and downstream ownership as one business flow.
Read article ↗Investigate the Request Path Before Reaching for a Cache
A practical guide for locating bottlenecks and defining a measurable validation plan before proposing a performance fix.
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