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The model could pass `toolsets` (top-level and per-task) to delegate_task, letting it choose which toolsets a subagent got. Toolset selection is a capability-scoping decision the model should not control; subagents inherit the parent's enabled toolsets, period. - Remove `toolsets` from the delegate_task() signature, the registry handler, the top-level + per-task JSON schema, and the live dispatch path (run_agent._dispatch_delegate_task — this forwarded it on every model call). - Single-task and per-task child builds now pass toolsets=None so _build_child_agent resolves to pure parent inheritance. - Drop the now-dead _SUBAGENT_TOOLSETS / _TOOLSET_LIST_STR schema-hint block. - _build_child_agent keeps its internal toolsets param + intersection helpers (internal API; fed the inherited value only). - Tests: schema assertions flipped to assertNotIn; added a regression test proving the dispatch path never forwards a smuggled model `toolsets`. - Docs: update delegate_task signature refs in the autonomous-ai-agents skill.