Arsh M.

Key Skills

Freelancer Overview

I didn't start with a computer science degree or a bootcamp — I started by building. At 18, I've shipped a fully functional real estate portfolio app, a client-deployed marketing website, and a Bluetooth-controlled autonomous forklift, almost entirely through prompt and context engineering rather than traditional coding. Every project taught me something new about how AI models think, where they confidently go wrong, and what separates a genuinely useful output from one that just looks right on the surface. That last part is what I think makes me useful for AI training data work. I've spent serious time across 20+ tools — Claude, ChatGPT, Cursor, Perplexity, and more — not as a casual user but as someone who relies on these tools to actually ship things. I've developed a real sense for model behavior: when a response is well-reasoned versus when it's pattern-matching its way to a plausible-sounding answer. That judgment — built through real projects, not just reading about AI — is exactly what I'd bring to labeling, annotation, or prompt-response evaluation work.