Tested LLM-generated code responses across multiple programming languages, queries, and frameworks such as Python, Java, C/C++, JavaScript, MySQL, ExpressJs, and ReactJs. Authored detailed suggestions and fixed not valid generated code responses to enhance performance, security, and scalability of LLM generated response.