How reasoning compounds.
Four threads on the model behind AXIOM — why hidden reasoning structure matters, what a Space preserves, how multiple models improve the reasoning, and how Structure becomes Surface.
Why reasoning compounds
AI develops structure while it reasons. AXIOM preserves the structures that matter so they can improve over time instead of disappearing behind answers.
Anatomy of Structure
What a Space preserves — Core, Principles, Decisions, Tensions, and History — and how those layers synthesize into a Constitution.
Multiple models, one Structure
Why ChatGPT, Claude, Gemini, Grok, and future models working against one Space can improve the reasoning before its Structure is preserved.
From Structure to Surface
How preserved Structure synthesizes into a Constitution, and how that Constitution produces Surfaces people can use.
Guides coming next.
Field Notes explain the model behind AXIOM. Guides will answer practical questions people are already asking — how to preserve AI conversations, how to use multiple models together, how to build a company constitution, and how to turn decisions into durable structure.
- How to keep your AI conversations from disappearing
- Using multiple AI models together
- What a company constitution is and how to write one
- An AI investment framework
- A family operating system
These guides are planned, not published.