Methodical Loop

Recent writing

On API design principles

Distributed systems fail in ways that are hard to predict. After years of debugging production incidents, certain patterns keep recurring. This post explores a few.

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From the archive

Most codebases grow in directions their authors never anticipated. The pressure to optimize early is real, but constraints often produce more elegant solutions than freedom ever could.

About this site

A technical writer exploring systems thinking, code design, and the intersection of tools and thought.

Thoughts on code. Updated sporadically.

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Occasional notes on technical topics. Archives here.

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