Visual Foundation Series

How LLMs Work

An interactive visual journey through the complete LLM pipeline — from neural networks and tokenization through transformer architecture, attention mechanisms, and real-time inference.

Read the Complete Guide

Building AI agents that touch real systems?

I turn lessons from real-world agent failures—prompt injection, excessive authority, tool misuse, and destructive actions—into practical identity, runtime, and policy architecture.

Discuss Your Architecture