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The CrewAgentExecutor.__init__ was permanently mutating the shared LLM object's stop attribute by adding executor-specific stop words (e.g. '\nObservation:'). This caused BaseLLM._apply_stop_words() to truncate ALL subsequent LLM responses at those stop words, even when stop words were not intended for that call. The fix: - Stop words are now set on the LLM only for the duration of each invoke/ainvoke call and restored afterward via _set_llm_stop_words() and _restore_llm_stop_words() methods. - _update_executor_parameters in Agent.core no longer mutates the shared LLM's stop attribute. Fixes #4603 Co-Authored-By: João <joao@crewai.com>