Beyond Market Intelligence/hand-derived gradients

hand-derived gradients

One story filed under hand-derived gradients on Beyond Market Intelligence. 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 hand-derived gradients 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.