When you send a message to an LLM, it runs a very specific sequence of matrix multiplications. Not approximately — exactly. Every number that flows through the model has a precise shape at every po...

Every modern LLM generates tokens by attending to all previous tokens. The way this attention is computed — and the way its intermediate results are stored — is the single most important architectu...

A 70B parameter model in FP16 weighs 140GB. That won’t fit on any consumer GPU. Quantization is how you shrink it to 35GB (Q4) or even 18GB (Q2) — trading precision for the ability to actually run ...

Autonomous AI agents are transforming how developers work, write code, and interact with tools. Frameworks like OpenClaw have made it incredibly easy to deploy always-on assistants. However, this p...

This article is part of my book Generative AI Handbook. For any issues around this book or if you’d like the pdf/epub version, contact me on LinkedIn The era of the “Chatbot”—a simple text-in,...