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Labs

Experiments in AI-native product development. Real builds, real OAIS (Operating AI System) choices: different stacks, context, and governance. A place to try things, ship them, and compare what works.

Case studies

Each case study is a live product plus the OAIS behind it. The differences between them are spelled out so you can see the tradeoffs.

Angry Letters

Started May 2025

angryletters.us

How this one differs

Cursor-centric workflow; its own context and documentation structure (separate from the matthewheyman.com OAIS). Built and shipped as an experiment in a different operating model.

matthewheyman.com

Started February 2026

matthewheyman.com

How this one differs

Uses the OAIS from this site: canonical index, lifecycle workflows, bootstrap mode, Tier A/B/C authority. Documentation and agents live in the repo; the OAIS can be cloned and dropped into another product. Emphasizes frequent human in the loopalignment gates and convergence over speed and blind AI trust. Use this OAIS if you are working with an enterprise team or a large project or want a tool-agnostic system.