# Building a Moat: Self Learning Agents

> Source: <https://twitter.com/ataiiam/status/2074501252268937703>
> Published: 2026-07-26 21:37:42+00:00

- Great writeup. This has to be one of the best guides out there when it comes to Self Learning Agents.
- This really lays out the roadmap for the larger agentic ecosystem for the rest of the year (or at least the next 3 months 😂) I already see Hermes doing this when it refines its skills during a pause within a session, but CopilotKit Intelligence makes that available to everyone!
- This is a really clear breakdown. Treating self-improvement as a core product moat instead of just another feature makes a lot of sense especially when you can own the data on your own infrastructure with proper scoping via Learning Containers. I’m particularly interested in
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