Changelog

New Features:

Learning Stores: extraction_tool_call_limit to prevent infinite loops.
Context Providers: stream_sub_agent_events supported across all providers.

File Tools: list_files now exposes its optional directory parameter in the tool schema, so agents can list a specific subdirectory directly.
Teams:
- Nested teams now retrieve their own team history.
- Explicitly configured member IDs are now preserved as-is, so delegation to members with custom IDs works.
CSV Reader: read() now supports CSV file paths passed as strings.
Tools: Empty/missing argument invocation fix.

Scavio Tools: google_search now targets the Scavio Google v2 API for proper localization and paging. See Docs

cookbook: fix learning-zone casualties, add _00_quickstart, rewrite the runner by @ashpreetbedi in #9076
fix: resolve team member agents created via AgentOS UI/components API by @ysolanky in #9072
fix: errors when invoking tools with empty or missing arguments by @zouchanglin in #6303
[feat] Add Marengo video embeddings to TwelveLabsTools by @mohit-twelvelabs in #8973
fix: map Scavio Google search params to v2 (gl/hl/start) by @scavio-ai in #9021
fix: Expose FileTools directory parameter by @giri256 in #9078
fix: preserve explicit team member IDs by @khrnchn in #9011
[fix] Preserve nested team history in TeamSession.get_messages by @RushikeshGandhmal in #8968
fix: Support string paths in CSVReader by @sjsjsjjs534 in #8822
feat: add respond_to_other_agents flag for Slack peer-agent communication by @Mustafa-Esoofally in #8934
fix: add extraction_tool_call_limit to prevent infinite loops in learning stores by @Mustafa-Esoofally in #9077
fix: support stream_sub_agent_events in all context providers by @Mustafa-Esoofally in #9098
fix: add team_id filter to get_team_history for nested team support by @ProgrammerPlus1998 in #8956
chore: Release v2.8.1 by @kausmeows in #9135

Full Changelog: v2.8.0...v2.8.1