A speaker who shipped what he talks about.
Guest talks and seminars for colleges and tech clubs on RAG, LLMs, fine-tuning and building AI products, grounded in five production systems and three hackathon first prizes. 20+ campus sessions delivered.
- Format
- Campus guest talk, 45 to 60 minutes
- Audience
- Inductions, fests, tech clubs
- Where
- On campus or remote, anywhere in India
- Also
- Workshops, judging, office hours
- 20+campus sessions
- 200+students mentored
- 5production AI apps
- 3hackathon first prizes
Talks I give
Each one built from systems I have actually run.
- 01
How production RAG really works
Chunking, hybrid retrieval, re-ranking, citations and the confidence gate, with the failures a demo never shows you.
- 02
From student to GenAI engineer
A three-year roadmap: foundations and AI tools, then hackathons and internships, then placements or a startup. First given to 100+ first years at VSICS.
- 03
AI in every stage of software development
Where models enter planning, coding, testing and operations, with a shipped product as the running example.
- 04
Winning hackathons on purpose
What judges score, what teams forget, and the 36 hours behind a national first prize.
Where I have spoken
Recent sessions, with the audience and the subject.
- VSICS induction seminar
- 6 July 2025: mentor and speaker for 100+ first-year students; the three-year roadmap
- AI-powered software development
- 8 April 2025, under TechVerse Enclave: AI across the software lifecycle, with the Changethon-winning project
- INSIGHT, the talk show
- 29 March 2025: debate format at the Computer Application Department, VSICS
- MeetKats and campus events
- Pitches, demos and judging-criteria sessions across hackathons and college fests
On stage
A few of the sessions.




Travel, stay and fees
Stated plainly, so a request can be made with confidence.
For campus sessions the inviting institution covers the visit end to end: travel (a First AC train ticket up to five hours, a flight beyond that), stay, meals, and pickup and drop. The honorarium and any workshop fee are agreed on WhatsApp or on the call.
Full details on the invite page and in the FAQ.
Bring a working engineer to your campus.
Pick a date on the booking page; the details and the terms are confirmed on WhatsApp within a day.

