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- Add explicit type check for Mapping in prepare_kickoff to raise TypeError with clear message instead of ValueError from dict() - Update test_kickoff_for_each_invalid_input to expect TypeError - Fix test_multimodal_flag_adds_multimodal_tools to mock LLM's supports_multimodal() since AddImageTool is only added when the LLM doesn't natively support multimodal content