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<!-- Thank you for your contribution! Please review https://microsoft.github.io/autogen/docs/Contribute before opening a pull request. --> <!-- Please add a reviewer to the assignee section when you create a PR. If you don't have the access to it, we will shortly find a reviewer and assign them to your PR. --> ## Why are these changes needed? **Summary of Change:** The instruction regarding code block format ("Python code should be provided in python code blocks, and sh shell scripts should be provided in sh code blocks for execution") will be moved from `DEFAULT_AGENT_DESCRIPTION` to `DEFAULT_SYSTEM_MESSAGE`. **Problem Solved:** Ensure that the `model_client` receives the correct instructions for generating properly formatted code blocks. Previously, the instruction was only included in the agent's description and not passed to the model_client, leading to potential issues in code generation. By moving it to `DEFAULT_SYSTEM_MESSAGE`, the `model_client` will now accurately format code blocks, improving the reliability of code generation. ## Related issue number Closes #6558 ## Checks - [x] I've included any doc changes needed for <https://microsoft.github.io/autogen/>. See <https://github.com/microsoft/autogen/blob/main/CONTRIBUTING.md> to build and test documentation locally. - [x] I've added tests (if relevant) corresponding to the changes introduced in this PR. - [x] I've made sure all auto checks have passed.