Writing

Thinking out loud.

What we’re learning, what we’re building, and why it matters.

May 6, 2026

Parsing X12 837 Claims to JSON Without Losing the EDI Context

A practical guide to parsing X12 837 healthcare claims into JSON while preserving loops, validation context, diagnostics, and the structure engineers need downstream.

May 5, 2026

Close is Good Enough

By Josh Pomazal Founder's note

Most people describe AI as a statistical something-or-other and move on. A better lens is simpler: AI is lossy compression. Once you see it that way, a lot of strange model behavior stops being mysterious.

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