We test our code. We write unit tests, feature tests, integration tests and end-to-end tests. We run...
We test our code.
We write unit tests, feature tests, integration tests and end-to-end tests. We run static analysis. We review pull requests. We build CI pipelines specifically to stop bad code reaching production.
Then we add an LLM to our application, write a system prompt and...
Hope for the best?
I've been building more AI-powered functionality recently, and this is something I've become increasingly interested in.
LLM apps break silently. Learn how to build a practical eval pipeline using heuristic checks, LLM-as-judge, and CI/CD integration…
Every team shipping an LLM feature eventually hits the same wall: the thing you built is...
When we hand off an LLM-powered feature to a client, they are putting it in front of their users....
Someone on your team built an LLM feature. Maybe it's an inline code-suggest. Maybe it's a "fix this...
There are benchmarks for code an LLM writes. HumanEval, MBPP, SWE-Bench, LiveCodeBench. There are no...
Stop shipping LLM features like landing pages. APRF is a gated, machine-readable production readiness...
