Changelog

New Features:

• LLM Response Caching: You can now cache model responses by setting cache_response=True on the model class. Useful to reduce costs and speed-up development and testing scenarios. See the docs for more details.
• Support for Async SQLite: You can now use your SQLite databases asynchronously, with the AsyncSqliteDb class. See the docs.
• Support for Async MongoDB: You can now use your MongoDB databases asynchronously, with the AsyncMongoDb class. See the docs.
• Support for Claude Skills: You can now use Claude's native skills for enhanced reasoning, code execution, and tool interactions. See some examples.
• Support for Tavily Extract API: Agents can now use TavilyReader for knowledge base integration and TavilyTools for enhanced URL content extraction with full async support.

Improvements:

• Storage for cancelled runs: Improved the persistence of content when a run cancellation happens.
• summary_request_message on SessionSummaryManager: This allows you to override the user instruction given to the LLM when generating session summaries.
• Team Model Inheritance: Team members automatically inherit models from their parent team when no model is specified. This applies to model, reasoning_model, parser_model, and output_model.

Bug Fixes:

• Tool State: Fixed issues related to state being stale on tools attached to agents. Agent/Team tools are now correctly handled across multiple concurrent runs (e.g. via AgentOS).
• Team sessions with JsonDb: Fix and issue getting Team sessions with nested Agent runs inside when using the JsonDb or GCSJsonDb database implementations
• Team sessions with async databases: Fix a problem persisting sessions in certain scenarios when using a Team with an asynchronous database driver.
• Sending media to model flag in Team: Pass down the send_media_to_model flag set on Team to its member agents.
• File Input in Workflows: Fixed file input breaking issue, it is now passed down to .run and .arun properly
• Async database usage when continuing a paused run: Fixed a bug when using an asynchronous database and continuing a stopped run.
• Media Reconstruction in a session: Fix to correctly read the media from db and handle reconstruction between bytes and base64 properly.
• Avoid empty memories: Fix an edge case where an Agent with access to user memories could create empty memories.