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## Why are these changes needed? This PR introduces a baseline self-debugging loop to the `CodeExecutionAgent`. The loop automatically retries code generation and execution up to a configurable number of attempts (n) until the execution succeeds or the retry limit is reached. This enables the agent to recover from transient failures (e.g., syntax errors, runtime errors) by using its own reasoning to iteratively improve generated code—laying the foundation for more robust autonomous behavior. ## Related issue number Closes #6207 ## 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. --------- Signed-off-by: Abhijeetsingh Meena <abhijeet040403@gmail.com> Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>