RAG systems in production: what breaks first
Vector search alone isn't enough. Here's the hybrid retrieval + rerank pattern we've had success with on live workloads.
Field notes on design, AI, engineering, and the craft of building digital products. New pieces every couple of weeks.
Vector search alone isn't enough. Here's the hybrid retrieval + rerank pattern we've had success with on live workloads.
Our rules of thumb for entrance timings, scroll behaviour, and the difference between an idle loop and visual noise.
Concrete techniques for keeping first paint fast even with WebGL and heavy motion — measured on real client sites.
The economics of a boutique studio, and how we ship enterprise work with a team that fits in one video call.
A playbook for adding an in-product AI assistant to an existing SaaS product — cost, latency, and evaluation pitfalls.
Why that little "Trusted by X" chip in the hero can move conversion measurably, and how to make it feel earned.