Mastering Agentic AI: The Memory Management Pattern

mail@carlosprados.com (Carlos Prados) — Tue, 30 Jun 2026 00:00:00 +0000

In the previous post, Multi-Agent Collaboration closed out the foundational patterns — the building blocks of any non-trivial agentic system. Today we move into Part 2 of the book: Advanced Capabilities. And the first capability without which everything else falls apart is memory.

Here’s the uncomfortable truth at the heart of every LLM-based system: the model itself is stateless. Each API call is a clean slate. The illusion of conversation is just you (or your framework) feeding the prior turns back into the prompt every time. Take that scaffolding away and your “agent” greets the user as a stranger every single message.

Memory on EnRedAndo Me - Carlos Prados

Mastering Agentic AI: The Memory Management Pattern