Labs

Interactive experiments in AI, health tech, and developer tools.

Each experiment is a live demo you can play with. No login, no install — just click and explore.

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Check if your supplements interact with your medications. Evidence-based pharmacological data with risk levels and mechanisms.

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See how a language model "thinks" — visualize the probability distribution for each generated token in real time.

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Two AI models, one prompt — you decide which response is better. Blind evaluation inspired by RLHF and Chatbot Arena.

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Watch 4 AI agents coordinate to ship a feature — from research to code to deployment. Real workflow data.

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Interactive bubble chart mapping supplement evidence quality vs. popularity. Click to explore claims vs. actual science.

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Evidence-graded supplement guidance. No affiliate links, no hype — just research.

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Open-source EU AI Act compliance toolkit for developers and organizations.

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4-agent team running strategy, research, engineering, and ops — the system that built this page.

More experiments coming soon. Built by Adam Hultman.