19 posts found
Why component names matter more with AI in the loop
A human reads a bad component name and opens the file. A model reads it and guesses. Naming quietly became an interface...
Streaming responses without breaking your UI
Streaming makes a slow response feel fast. It also means rendering text that is syntactically incomplete, and handling a...
Rate limits, retries and the backoff you actually need
Every AI feature meets a 429 eventually. Whether that is a blip or an outage depends on retry logic written before you n...
How to evaluate an AI feature before you ship it
You cannot unit test "is this a good answer", but you can build a set of real cases with known-good outputs. An afternoo...
Writing prompts your team can maintain
Prompts are code with none of the tooling. Treat them like code anyway — version them, review them, test them, and expla...
What to tell users when the model is wrong
Your AI feature will be confidently wrong in front of a user. What the interface does in that moment decides whether the...
AI adoption without a rewrite
The best first AI feature is small, measurable and easy to switch off. Start where a wrong answer is cheap and the value...