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.