Learning agents work out of the box with default memory and clearer guidance

Learning is now simpler and more effective. When learning=True, user memory is enabled by default, and the LearnedKnowledgeStore captures organizational context (goals, constraints, policies) to guide agent behavior. We also improved prompts, streamlined tool parameter handling, and updated status messages. New quickstart cookbooks help teams adopt faster.

Details

Faster time-to-value with sensible defaults — no extra setup to persist memory
Better outcomes via richer organizational context and improved prompt quality
Reduced integration effort with simpler tool parameter handling
Clearer operational visibility with improved status text and cookbooks

Who this is for: Teams piloting or scaling learning agents that need strong governance signals, faster setup, and consistent outcomes.