Beyond Market Intelligence/Toy Models of Superposition

Toy Models of Superposition

Toy Models of Superposition at Beyond Market Intelligence is a file of one story. The newest of them: “Exploring AI Compression: How Simple Networks Visualize Complex Patterns”. A tiny network trained to compress data drew a pentagon. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Toy Models of Superposition story on Beyond Market Intelligence, newest first.

Exploring AI Compression: How Simple Networks Visualize Complex Patterns
Towards Data Science

Exploring AI Compression: How Simple Networks Visualize Complex Patterns

A tiny network trained to compress data drew a pentagon. That unexpected shape is the hook in this hands-on exploration of Anthropic's "Toy Models of Superposition," rebuilt from scratch in NumPy with hand-derived gradients and no borrowed numbers. It's a clear, grounded look at how simple networks visualize complex patterns. For more on how structure emerges in AI systems, see our piece on paragraph structure in LLMs.