← Field Notes
August 2026·1 min read

Self-Taught to Staff Level: What Actually Transfers

I did not come through a CS degree pipeline. I started fixing family computers and taught myself into a 12+ year engineering career that runs from InsurTech startups to HashiCorp. Along the way I trained 500+ engineers, most of them career changers, and more than 80% of the engineers I mentor, one-on-one and in groups, now work in tech.

Here is what I learned matters, and what does not. Credentials got none of my students hired. Judgment did: the ability to read an unfamiliar codebase, form a hypothesis, and test it cheaply. Debugging like a detective instead of guessing. Writing down what you found so the next person does not repeat the search.

The industry keeps telling self-taught engineers to wait until they are ready. Readiness is not a feeling. It is a track record, and track records are built by shipping in public before you feel ready. That is the whole thesis of The Imposter Engineer, and it is why I put my methods, my numbers, and my mistakes on the record.

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