scratch
Beyond Market Intelligence keeps scratch in one place: 3 stories so far. The section currently leads with “Exploring AI Compression: How Simple Networks Visualize Complex Patterns”, “Build Your First World Model: A Practical Python Guide”, and “Build a free local CLI agent with Python and Ollama from scratch”. A tiny network trained to compress data drew a pentagon. Building a world model sounds abstract until you watch one learn to play CartPole by imagining the future. 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 scratch story on Beyond Market Intelligence, newest first.
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.
Build Your First World Model: A Practical Python Guide
Building a world model sounds abstract until you watch one learn to play CartPole by imagining the future. That's exactly what this practical guide delivers: a hands-on Python walkthrough for creating a model that daydreams its way through the environment, then shows you precisely when that illusion starts to crack. It's a smart, grounded introduction for anyone ready to move beyond static spreadsheets. For more on how AI behaves in real-world systems, explore "Exploring Real-World Computer Vision: Deployments, Edge Models, and Current Challenges."
Build a free local CLI agent with Python and Ollama from scratch
Building a CLI agent from scratch sounds like a focused challenge, and this guide takes you through it using Python and Ollama without spending a dime. It's a practical, hands-on approach for anyone tired of clicking through menus when a command line could do the work faster. The steps are clear enough to follow, yet they leave room for your own tinkering.