Guides

A practical, from-first-principles guide to building AI agents in Python — the agent loop, tool calling, memory, and production guardrails, with real code at every step.

A from-first-principles guide to system design — requirements and estimation, scaling, the data layer, and the distributed-systems building blocks that show up in almost every real architecture.