Blog

Notes from delivery, not from a content calendar.

What we learn building production AI, cloud platforms, and data operations — written by the engineers doing the work.

RAG or fine-tuning? A decision framework that survives contact with production

The question gets framed as a technical preference. It is almost always a question about how often your knowledge changes and whether you need to show your work.

10 February 2026Read

Cloud

What a zero-downtime migration actually costs you

Zero downtime is achievable on almost any system. The question worth asking is whether the price of achieving it is one your programme should pay.

4 March 2026Read

Data Annotation

Your annotation quality problem is a guidelines problem

When labelling accuracy stalls in the low nineties, the instinct is to add reviewers. The cause is usually an ambiguity in the spec that no amount of review will resolve.

22 April 2026Read

Let's build something that ships

Tell us what you're working on and we'll come back with a practical plan, not a sales deck.

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