From our blog

Turning temperature down does not make a model more accurate. It makes it more repeatable — and confusing the two is how...

Teams reach for fine-tuning when they need context, and for prompting when they need behaviour. Knowing which problem ea...

Hallucination is not a glitch that a better model will one day remove. It is what generation does when it has nothing to...

A system prompt sets the rules for everything that follows. Written well it is the cheapest quality improvement availabl...

Most production traffic does not need the largest model available. Routing by task rather than defaulting to the top of...

Strip away the branding and an agent is a small loop: call the model, run the tool it asked for, feed the result back, r...

A tool definition is documentation with a schema attached. Write it for a capable colleague who has never seen your syst...

An agent that handles five steps beautifully can fall apart at twenty. The reason is rarely reasoning — it is that the c...

Memory is not a feature you enable. It is a set of decisions about what to keep, what to summarise and what to let go —...

If you already know the steps, do not ask a model to rediscover them on every request. A fixed pipeline with model calls...

Given a real design system, a model stops inventing interfaces and starts assembling them. The difference is not the mod...

Generated interfaces fail in a predictable set of places. Knowing which ones turns review from a vague unease into a lis...