Tagged #ai

2 posts

An Instruction Is Not an Invariant

The prompt said scenarios must be distinct. It said so the entire time the model was returning five overlapping ones. And the control we shipped for multi-step cases turned out never to reach the model at all.

Team Hawzu · Aug 26, 2026 · 8 min

#ai #engineering

Oracle Reads Your Project, Not the Internet

Ask most QA assistants whether a release is ready and you get the general opinion of the internet. The useful answer depends on what your team wrote down — which means the retrieval matters more than the model.

Team Hawzu · Aug 19, 2026 · 5 min