The distance between someone's first nervous college talk and becoming a speaker colleges invite back regularly isn't a talent gap — it's a small set of habits, built one invitation at a time.
What actually changed, in order
- Writing down what worked and what didn't after every single session, even a bad one, and actually reading those notes before the next talk.
- Publishing the material afterward — a write-up, a thread — which is how later invitations started arriving unprompted instead of always being chased.
- Building the reusable core: fewer talks, refined repeatedly, instead of a new deck for every audience.
- Following up after every session, which is what turned one-off invites into standing relationships with specific coordinators.
The one shift that mattered most
Treating every talk as a chance to learn something about the audience, not just deliver content to them, is what made later sessions consistently better instead of just more numerous.
See why I write and publish for the compounding effect writing has had specifically.
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.
