Labs
Technical experiments, builds, and R&D projects
// labs · apr 3, 2026
Building an AI Knowledge Base That Actually Works
Part 2 of two. The cleanup is done, so what does the retrieval side actually take? Building an AI knowledge base that returns the right answer.
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// labs · apr 2, 2026
Your AI Knowledge Base Is Only as Good as What You Feed It
Part 1 of two. 87% of my AI knowledge base turned out to be noise. Preparing your documents is the step that decides whether RAG works at all.
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// labs · mar 2, 2026
Building a Live Speech to Text AI
One thing you may not know about me is that when I run workshops or live demos for organisations, I always give the organiser explicit permission - twice - to interrupt me. Here's why: I have ADHD. I have it...
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// labs · feb 14, 2026
Labs: Building a Production-Ready AI Project Manager in 12 Hours
HumanSpark Labs Report: The Spark Project Management Build A real build session: strategic conversation to working system in one evening, with no human code written. This report documents a real build...
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