1.5.6

Async Workflows: Added arun support for Workflows, so they can now be used with async Python.
Parallel Memory Updates: Made speed improvements when user memories and session summaries are generated.
Reimplement tool_call_limit: Revamp of tool_call_limit to make it work across a whole agent run.
Gemini / OpenAI Structure Response: Improved Gemini and OpenAI Structured Response support. Dict types can now be used when defining structured responses.

Mistral Structured Outputs with Tools: Fixed an issue preventing Mistral model use with structured output and tools.
Images In Run Without Prompt: Fixed issues related to images being ignored if there wasn’t a prompt provided on run.
Pgvector Upsert Fix: Fixed Pgvector upsert not copying metadata properly.
Handle AgnoInstrumentor failing with OpenAIResponses: PR merged in Arize’s openinference repo: https://github.com/Arize-ai/openinference/pull/1701.
Pinecone Filters: Enabled filters for pinecone vector db.
Combined KB Async: Add missing async method to Combined KB.
Team Session State Fix: team_session_state is now correctly propagated and shared between all members and sub-teams of a team.
Gemini type fix for integers:
- Pydantic models with Dict[str, int] fields (and other Dict types) were failing when used as response_schema for both OpenAI and Gemini models due to schema format incompatibilities.
Session Name: session_name is now available after a run.
Handle UUIDs while serialization in RedisStorage: Fixed error object of type UUID is not JSON serializable.

For managing team_session_state, you now have to set team_session_state on the Team instead of session_state.