Why I write: notes, blogs and building an audience that invites you

Why a GenAI engineer publishes articles and posts: to think clearly, to be found by colleges and communities, to give students something to point at — and how posts turned into sessions, judging and clients.

Requirements gathering, on stage
Requirements gathering, on stage

This site has more articles than most engineers write in a career, and students ask why I bother when the code already exists. Three reasons, in order of how much they matter to me, and one honest one about how invitations happen.

Writing is how I find out what I think

Explaining why RAG.NextUpgrad refuses to answer forced me to make the threshold logic defensible. Writing the judging rubric forced me to decide what I actually value in a student project. Half of the articles here changed the systems they describe.

Writing gives students something to point at

A mentoring conversation ends; an article stays. When a student asks how to ask for help, I send how to ask a mentor for help and the next conversation starts further along. Two hundred students mentored is possible because the answers compound.

Writing is how colleges find you

Every invitation I have received to speak, mentor or evaluate projects came from something public — a post about a session, a tutorial, a write-up of a hackathon. Coordinators search, read, and write. Nobody is invited from silence. The campus invite page exists to make that path short.

The honest reason

I want to be the person a placement officer in a tier-2 city thinks of when they need someone to talk to their students about real AI work, and the person a fest team calls when they need a judge who will give written feedback. That is a reputation, and reputations are built in public, one useful piece at a time.

For students

  • Write about what you built and what broke, not about what you learned in the abstract.
  • Publish where the people you want to reach already read.
  • Keep a consistent name and links everywhere, so the pieces add up.
  • Start before you feel qualified. Qualification arrives through the writing.

The template for a first post is in writing your first technical blog post. The rest is repetition.

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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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Campus talks · hackathon judging · mentoring

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