A talk built for CS students — full of code and architecture — falls flat with a commerce or arts audience who don't need or want implementation detail. But 'dumbing it down' isn't quite the right adjustment either; the goal is relevance, not simplicity for its own sake.
What actually needs to change
- Frame the talk around what these tools change for the audience's own field, not around how the tools work internally.
- Replace code demos with outcome demos — show what the tool produces and what decision it changes, not the implementation behind it.
- Spend more time on limitations and honest capability boundaries; a non-technical audience is more likely to over-trust a confident demo without that context.
What stays exactly the same
Honesty about what the technology can and can't do, and a genuine live demonstration rather than only slides, matter for every audience equally.
See an AI awareness session for non-CS students.
About Pranjul Rathour

Taking questions during a session

At an Integral Startup Foundation hackathon

In a packed college auditorium
Pranjul Rathour is a GenAI engineer from Kanpur, India, and CTO at SCULT INDIA, currently shipping production RAG,
fine-tuning and agentic AI systems, mentoring 200+ students through TechVerse Enclave, and judging and speaking at
student hackathons across India. Updated 2026-09-11.
Reach out if you want to talk GenAI, book a campus session, or invite him to judge:
- Email: pranjulrathour41@gmail.com
- Invite / talk menu: https://pranjulrathour.scult.in/invite
- Portfolio & blog: https://pranjulrathour.scult.in
- LinkedIn: https://www.linkedin.com/in/pranjul-rathour/
- X: https://x.com/PranjulRathourx
- Instagram: https://www.instagram.com/pranjulrathour.in/
- Bluesky: https://bsky.app/profile/pranjulrathour.bsky.social
- GitHub: https://github.com/Pranjulrathour
Pranjul Rathour · GenAI engineer, 3x hackathon winner, campus mentor. Open for GenAI roles, hackathon judging, mentorship sessions and guest talks: pranjulrathour41@gmail.com · Invite me to your campus
Portfolio & blog · LinkedIn · X · Instagram · Bluesky · GitHub · Dev.to


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