Reference
Advisory & Consulting
I occasionally work with teams on AI-native engineering, developer workflows, infrastructure, and automation.
The kinds of problems
-
AI-native engineering
Taking coding agents from ad-hoc use to a repeatable delivery path with shared context, review boundaries, and verification that survives contact with CI.
-
Developer workflows and tooling
Reducing the distance between an approved change and a verified, reviewable pull request — conventions, harnesses, and the automation around them.
-
Distributed and event-driven systems
Designing ingestion, processing, and reporting paths that stay observable and correct at production event volumes.
-
Infrastructure and platform work
Serverless and cloud architecture, infrastructure as code, and the operational instrumentation that tells you what happened.
-
Workflow automation
Replacing manual handoffs across forms, CRMs, spreadsheets, and backend logic with systems a team can maintain without one person’s memory.