From our blog

Models do not see characters or words. They see tokens — and once you know how text becomes tokens, several odd behaviou...

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...

Bigger context windows did not give models memory. They gave you a larger envelope to fill on every single request — and...

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

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

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...

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

If every request begins with the same two thousand tokens of instructions, you are paying full price to resend them. Ord...

Streaming makes a slow response feel fast. It also means rendering text that is syntactically incomplete, and handling a...