Mastering Agentic AI: The Learning and Adaptation Pattern

mail@carlosprados.com (Carlos Prados) — Tue, 07 Jul 2026 00:00:00 +0000

In the previous post, Memory gave our agents the ability to remember — short-term context, persistent state across sessions, the foundation for everything that comes after. Today we use that foundation: an agent with memory is an agent that can, in principle, learn.

That word — learn — is loaded. It tends to drag along an assumption that you need fine-tuning, gradient updates, RLHF pipelines, GPU clusters, the whole apparatus of model training. None of that. The Learning and Adaptation pattern is about something simpler and far more practical: agents that change their behavior based on what worked and what didn’t, without ever touching the weights of the model.

Learning on EnRedAndo Me - Carlos Prados

Mastering Agentic AI: The Learning and Adaptation Pattern