Inferenz

Insights

Notes on building AI that works

Practical writing on production machine learning, LLM engineering and the ideas behind modern AI.

Production ML

Why most AI prototypes never reach production

The demo works and then nothing ships. Here are the real reasons AI prototypes stall, and a checklist for getting past them.

ML explained

Softmax, explained: the idea behind the Inferenz logo

What softmax does, why every language model uses it, how temperature changes the output, and why it's the shape in our logo.

LLM engineering

RAG or fine-tuning? How to choose

A practical guide to deciding between retrieval-augmented generation and fine-tuning for your LLM application.

Have a project in mind?

Tell us what you are trying to solve. We will reply with an honest read on feasibility, approach and timeline.

Book a 30-min callSend a message