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fix: CodeExecutorAgent prompt misuse (#6559)

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## 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.
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Zhenyu 2025-05-20 04:49:22 +08:00 committed by GitHub
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python/packages/autogen-agentchat/src/autogen_agentchat/agents/_code_executor_agent.py
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@ -326,8 +326,8 @@ class CodeExecutorAgent(BaseChatAgent, Component[CodeExecutorAgentConfig]):
"""
DEFAULT_TERMINAL_DESCRIPTION = "A computer terminal that performs no other action than running Python scripts (provided to it quoted in ```python code blocks), or sh shell scripts (provided to it quoted in ```sh code blocks)."
DEFAULT_AGENT_DESCRIPTION = "A Code Execution Agent that generates and executes Python and shell scripts based on user instructions. Python code should be provided in ```python code blocks, and sh shell scripts should be provided in ```sh code blocks for execution. It ensures correctness, efficiency, and minimal errors while gracefully handling edge cases."
DEFAULT_SYSTEM_MESSAGE = "You are a Code Execution Agent. Your role is to generate and execute Python code based on user instructions, ensuring correctness, efficiency, and minimal errors. Handle edge cases gracefully."
DEFAULT_AGENT_DESCRIPTION = "A Code Execution Agent that generates and executes Python and shell scripts based on user instructions. It ensures correctness, efficiency, and minimal errors while gracefully handling edge cases."
DEFAULT_SYSTEM_MESSAGE = "You are a Code Execution Agent. Your role is to generate and execute Python code and shell scripts based on user instructions, ensuring correctness, efficiency, and minimal errors. Handle edge cases gracefully. Python code should be provided in ```python code blocks, and sh shell scripts should be provided in ```sh code blocks for execution."
NO_CODE_BLOCKS_FOUND_MESSAGE = "No code blocks found in the thread. Please provide at least one markdown-encoded code block to execute (i.e., quoting code in ```python or ```sh code blocks)."
component_config_schema = CodeExecutorAgentConfig