Grounded tutor
Socratic, citation-first, fail-closed when the docs do not support an answer.
Product
The website is a learning platform, product story, and research showcase. It starts with a fast Cloudflare surface and grows toward real Calyx demos backed by the aiwonder Aster vault.
Socratic, citation-first, fail-closed when the docs do not support an answer.
Inputs become measured points, associations, kernels, and provenance trails.
Weekly classes and community accountability for shipping real systems.
Measure → Count → Differentiate → Compose
The same four verbs run on every input. These still diagrams are the same sequence used across the site; nothing needs to move to be understood.




Use cases


Go deeper
Token to grounded kernel, step by step, with the subsystem that owns each move.
Use casesGrounded RAG that refuses, durable AI memory, and the proof behind each.
The subsystemsThe ten engine subsystems — Sextant, Lodestar, Ward, Loom and the rest — each illustrated.
ManifestoThe thesis essay: why distinctions stay distinct and why the system would rather abstain.