Unlock pluggable Knowledge backends with the new KnowledgeProtocol

We introduced KnowledgeProtocol, a unified interface that enables multiple Knowledge backends to work interchangeably with Agents and Teams. The default Knowledge implementation now conforms to this protocol, opening the door to alternative stores without changing your agent logic.

Details

Standardizes how Knowledge is integrated, improving portability and vendor choice
Existing projects continue to work; adopt new backends when ready

Who this is for: Teams that need to bring their own vector DB or conform to enterprise data platforms without refactoring agents.