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Lingraj M.

Lingraj M.

India flagbangalore, India

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Freelancer Overview

I’m an engineering student studying Information Science, and most of my background is in full-stack development and building apps with Python. Lately, I've been working a lot with APIs like Gemini and Groq to build my own AI tools, so I’m really familiar with how these models think, where they get confused, and what makes a prompt work well. Because I write code and debug daily, I have a sharp eye for logic and catching small edge cases that others might miss. I might not have formal labeling experience yet, but I know what clean data looks like because I work with it constantly. I’m great at following detailed instructions, and I can give clear, objective feedback on whether a model's code generation or logic path is actually correct or just sounding like it is.