Changelog

New Features:

Eval Case Run Arguments: Case takes session_id, user_id, session_state, dependencies, metadata and knowledge_filters, forwarded to the agent or team run, and input accepts a Message, so a case can attach an image or file to the graded turn. Cases sharing a session_id run as consecutive turns. See cookbook.

OS Manager Docs Access: OS Manager queries the Agno documentation directly for framework questions instead of delegating to Platform Manager, and keeps delegated tasks scoped to the question. access_docs now covers both.
Result Offloading Search and Readback: search_result returns separate passages from one long line, such as single-line JSON, instead of only the first match, and read_result takes max_chars to read a smaller excerpt.

ParallelTools: Copying an agent or team with ParallelTools, as AgentOS does on every request, keeps the live SDK client and gives the copy its own settings, without RLock copy errors or _state finalizer warnings.

feat: add run arguments and Message input to eval Case by @harshsinha03 in #10829
fix: preserve Parallel SDK clients when copying toolkits by @ashpreetbedi in #11172
fix: keep OS Manager focused on the question by @ashpreetbedi in #11169
fix: retrieve focused passages from offloaded tool results by @ashpreetbedi in #11171
chore: Release v3.1.6 by @kausmeows in #11170

Full Changelog: v3.1.5...v3.1.6