
I provide expert-level human evaluation for AI-generated Python code. With deep, hands-on experience in backend frameworks (FastAPI, Flask) and UI libraries (NiceGUI), I test, debug, and optimize LLM outputs to ensure they meet production-grade standards. I do not just check if the code runs; I verify its architectural logic, security, and computational efficiency. I can identify subtle bugs that automated testers miss, providing detailed root-cause analysis and refactored solutions to help train smarter, safer coding models.
1 hour
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medellin, antioquia, CO
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