Writing

Notes from the build.

Engineering posts on chunking, retrieval, citation discipline, refusal, and what we learn from running the pipeline.

Why we ship refusal as a feature

Every chatbot product fights its model when the answer isn't there. We treat that as a positive signal and let the bot refuse — with the closest related pages. The number that surprised us most: 71%.

paul · May 10, 2026