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
Large Language Models

Fine-Tuning LLMs on a Budget: What Actually Works

There is a growing myth that customising a large language model requires a research budget. Here is what the numbers actually say.

3
AI products built
17+
Years in enterprise tech
6
Industries served
// 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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