I am a student interested in AI/ML, software engineering, and web app security. I like understanding how things work at a fundamental level — whether that is a neural network, a codebase, or a vulnerability.
I am based in Nepal. Most of my time goes into building things, reading, and breaking things deliberately.
Machine learning from first principles — loss landscapes, generalization, and why neural networks work at all. This is deeply underexplored and I think the most important open question in the field.
Web application security. Most vulnerabilities are not exotic — they are the same mistakes, repeated. I want to understand the patterns well enough to find them before someone else does.
Software engineering — writing clean, maintainable systems and understanding how large codebases are structured and scaled. Good engineering is what separates a working prototype from something that lasts.
reach out: email
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