From "Living Space Automation" — my first failed project — to five shipped AI apps

Every mentoring session I run starts with the same admission: my first real project failed hard. Here's why that's the part worth telling.

At an Integral Startup Foundation hackathon
At an Integral Startup Foundation hackathon

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, GenAI Engineer 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.

JourneyFailureMentoring
Pranjul Rathour
Pranjul Rathour
GenAI Engineer · Kanpur, Uttar Pradesh, India

GenAI engineer and AI product builder with 2+ years shipping production-grade AI systems: RAG pipelines, fine-tuned LLMs, hybrid retrieval and multi-modal apps across vision, speech and OCR, architected end to end from ingestion to deployment. Leads engineering for SCULT INDIA's 14-member team, founded the 500+ member TechVerse Enclave community and has mentored 200+ students. Three hackathon first prizes: Changethon 2025 (IIT Roorkee), Product Genesis at Vividhotsava 2025 (CSJMU Kanpur) and BYTEBATTLE (MeetKats).

Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at colleges. Email pranjulrathour41@gmail.com.

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Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at colleges.

Pranjul Rathour, GenAI engineer in Kanpur