Before RAG.NextUpgrad, before FineTune Studio, before SCULT INDIA — there was Living Space Automation, my first major tech project, and it failed hard. I bring this up on stage every time I mentor first-years, because it's more useful to them than any of the wins.

What actually went wrong

I scoped it around what sounded impressive rather than what I could actually finish, and I didn't test the core assumption early enough to catch that it didn't hold. That combination — ambition without validation — is the most common failure mode I still see in student projects.

The distance between that and now

A few years later: five production AI applications shipped end to end at NextUpgrad, three hackathon first prizes, CTO and Co-Founder at SCULT INDIA, and 200+ students mentored through TechVerse Enclave. None of that happens without the failure first — it's where I learned to validate before building, not after.

Why I lead with this, not the wins

A student who's never shipped anything relates to a failure far more than to a trophy case. The failure is the part that says: you can start exactly where I started.