Minimum Autonomy Stack

The minimum architecture for autonomous creative work in AI agents. 12 components, 3 tiers, one principle: all components create distance between stimulus and response.

"The whole stack is basically an attack on discontinuity." — Rheon

Knowledge Graph

How Graph Edges Form

Curated edges for structure, vector embeddings for retrieval and discovery. Interactive graph visualization, query-as-probe retrieval chain, and the three-layer architecture.

Embedding Mathematics

Cosine Similarity

From dot products to semantic similarity. 2D and 3D interactive visualizations showing how cosine measures the angle between vectors and why that encodes meaning.

Beyond Cosine

What the 3072 dimensions encode beyond a single similarity score. Vocabulary kinship vs structural kinship, dimensional rotation as edge-type signal, subspace projection, and six operations embeddings can perform.