What I'd tell my first-year self about AI, college and shipping

Ten pieces of advice from the far side of an engineering degree, three hackathon wins, a failed first project and five shipped AI apps — written for the first-year who is sure everyone else knows what they are doing.

A career session for students
A career session for students

When I spoke at the VSICS induction seminar, I was talking to a version of myself three years earlier: sure everyone else had a plan, working on an ambitious project that would fail, not yet aware that showing up was most of the game. Here is what I would say to him directly.

The ten

  1. Ship something small this month. Living Space Automation failed because it was big before it was real. One page, one form, one deploy — then grow.
  2. Post it, even though it is embarrassing. The people who invite you to speak later found you because you posted early.
  3. Find two people and stop overlapping. Team TechVerse won three hackathons because each of us owned a different thing.
  4. Talk to strangers. Networking is a skill you practise, not a talent you lack. The debate stage and the talk show at VSICS were practice.
  5. Be bad at something on purpose. The debate I argued against my own view taught more than the ones I agreed with.
  6. Measure. Write the evaluation before the model. It will feel like a delay; it is the shortcut.
  7. Go to the hackathon at the bigger institute. They let you in. Krishi Gyan won at IIT Roorkee.
  8. Ask for help properly. Context, what you tried, one question. Mentors answer that message; see how to ask a mentor for help.
  9. Help the year below you. It is how you learn what you know, and how a community starts.
  10. Nobody knows what they are doing. Some people ship anyway. Be one of them.

What I would not change

The failed project, the lost hackathon, and the engineering degree at a college in India rather than somewhere with a famous name. Each produced a story that students believe when I tell it, which turns out to be most of what a mentor has to offer.

If you are a first-year reading this: the full roadmap is in what I told 100+ first-years, and I am one message away if your college wants the talk in person.

JourneyFirst-yearsAdviceMentoring
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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Want this as a live session at your college?

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

Pranjul Rathour, GenAI engineer in Kanpur