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width at Beyond Market Intelligence is a file of 3 stories. The newest of them: “Explore an AI Agent's Inner Workings Through Interactive 3D Visualization”, “Visualize Neural Network Learning: An Interactive Exploration”, and “Teaching a transformer exact arithmetic by hand, not training”. Peeking inside an AI agent usually means staring at a black box. A single hidden layer in a neural network doesn't just memorize points; it draws straight lines. 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 width story on Beyond Market Intelligence, newest first.
Explore an AI Agent's Inner Workings Through Interactive 3D Visualization
Peeking inside an AI agent usually means staring at a black box. This interactive 3D visualization changes that, letting you explore the agent's inner workings directly. It's a practical way to understand the machinery behind the outputs. For a deeper look at the reliability challenges these systems face, our piece on applying proven reliability metrics to measure whether AI agents truly perform offers a natural next step.
Visualize Neural Network Learning: An Interactive Exploration
A single hidden layer in a neural network doesn't just memorize points; it draws straight lines. With ReLU activations, one layer of width three can carve the input space into up to four linear segments. Stack another layer, and those segments multiply, so "3 3" can theoretically hit 16. The catch is that training rarely pushes the network to that theoretical max. It's a tidy, visual way to see why depth matters.
Teaching a transformer exact arithmetic by hand, not training
A single transformer model, its weights hand-set with no training, just averted the arithmetic meltdown that defines its peers. One version nails all three million possible three-digit products, and the same approach scales to twelve-digit multiplication. What stands out is the compiler work: turning the grade-school algorithm into a standard Phi-3 checkpoint through Torchwright. Frontier models crumble at seven digits, five scoring zero out of five hundred, while this one holds steady.