Neural network diagram with attention heads visualized as colored connections between token nodes.

Building LLMs from Scratch: A Working Engineer's Guide

A working engineer’s end-to-end guide to assembling a transformer language model in PyTorch: from BPE tokenization to multi-head attention, rotary embeddings, and a real training loop on a single GPU.

September 7, 2026 · 11 min · 2206 words · martinuke0
Feedback