AI & Machine Learning

From enterprise complexity
to AI that ships.

Honest writing and real products at the intersection of AI and enterprise. Where the messy, regulated, high-stakes industries finally get AI that works.

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// latest writing
Recent Articles
Tutorial

Fine-tuning LLMs on a budget: what actually works

A practical guide to getting strong results from fine-tuning without burning through GPU credits. What the tutorials skip, what actually matters.

Article

Markdown Style Guide

Here is a sample of some basic Markdown syntax that can be used when writing Markdown content in Astro.

Article

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AI products built
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5yr
In ML engineering
// quick thoughts
Latest Thoughts

The model is never the hard part. The hard part is the data pipeline that feeds it, the evaluation harness that measures it, and the infrastructure that serves it. Most AI projects don't fail at training — they fail at everything else.

20 Apr 2026

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