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PRANJUL RATHOUR

GenAI Engineer & AI Product Builder | Generative AI • LLMs • RAG • AI Agents • Fine-Tuning • QLoRA/LoRA • Multimodal AI • LLM Evaluation • Computer Vision • AI Automation | Python • FastAPI • Next.js

Building a personal judging checklist you'll actually use pitch after pitch

Building a personal judging checklist you'll actually use pitch after pitch

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What I look for in a two-minute lightning pitch (it's not what a ten-minute pitch rewards)

What I look for in a two-minute lightning pitch (it's not what a ten-minute pitch rewards)

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Judging alongside non-technical co-judges: making a mixed panel actually work

Judging alongside non-technical co-judges: making a mixed panel actually work

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When a team pushes back on your score: how to handle it without damaging trust

When a team pushes back on your score: how to handle it without damaging trust

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Etiquette at the judges' table during live demos: what helps and what undermines a team

Etiquette at the judges' table during live demos: what helps and what undermines a team

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Hackathon judging vs startup pitch judging: two different jobs that look similar

Hackathon judging vs startup pitch judging: two different jobs that look similar

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Judging a solo hacker's submission fairly against team submissions

Judging a solo hacker's submission fairly against team submissions

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Becoming a repeat hackathon judge: what organisers actually remember about you

Becoming a repeat hackathon judge: what organisers actually remember about you

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What a hackathon judge should include in a post-event report to organisers

What a hackathon judge should include in a post-event report to organisers

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Judging a virtual hackathon with teams across time zones

Judging a virtual hackathon with teams across time zones

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Building credibility as a speaker before you've ever given a college talk

Building credibility as a speaker before you've ever given a college talk

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Sharing a stage: co-speaking with another guest at the same college event

Sharing a stage: co-speaking with another guest at the same college event

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When a college cancels your session at the last minute: how to handle it well

When a college cancels your session at the last minute: how to handle it well

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Turning a single guest lecture into an ongoing mentor relationship with a student

Turning a single guest lecture into an ongoing mentor relationship with a student

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Mentoring through a college's alumni network instead of one-off visits

Mentoring through a college's alumni network instead of one-off visits

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How I keep track of every college I've spoken at (and why it matters more than it sounds)

How I keep track of every college I've spoken at (and why it matters more than it sounds)

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The speaker kit: photos, video clips and copy organisers actually ask for

The speaker kit: photos, video clips and copy organisers actually ask for

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Building an ongoing relationship with several college tech clubs at once

Building an ongoing relationship with several college tech clubs at once

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Saying yes to every college invite (and when I've learned to say no)

Saying yes to every college invite (and when I've learned to say no)

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Guest of honour at a college fest: what the role actually involves beyond a ribbon-cutting

Guest of honour at a college fest: what the role actually involves beyond a ribbon-cutting

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From giving one nervous talk to becoming someone colleges invite back: what actually changed

From giving one nervous talk to becoming someone colleges invite back: what actually changed

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Speaking at several college fests in one month without burning out

Speaking at several college fests in one month without burning out

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What makes a college invite the same speaker back the next year

What makes a college invite the same speaker back the next year

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Speaking fee vs speaking free: how I actually decide, and why I default to free for students

Speaking fee vs speaking free: how I actually decide, and why I default to free for students

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Writing a talk abstract that gets accepted, not just submitted

Writing a talk abstract that gets accepted, not just submitted

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What college fest organisers are actually screening for when they pick a speaker

What college fest organisers are actually screening for when they pick a speaker

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Speaking at a virtual conference vs in person: what actually needs to change

Speaking at a virtual conference vs in person: what actually needs to change

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Handling Q&A after a technical talk: the questions that actually matter more than the talk

Handling Q&A after a technical talk: the questions that actually matter more than the talk

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The speaker one-pager: what a fest team actually wants before they book you

The speaker one-pager: what a fest team actually wants before they book you

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How to write a speaker bio that actually gets you booked for a college fest

How to write a speaker bio that actually gets you booked for a college fest

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Designing hackathon problem statements that judges can actually score fairly

Designing hackathon problem statements that judges can actually score fairly

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What a judges' briefing should actually cover (fifteen minutes, before the first pitch)

What a judges' briefing should actually cover (fifteen minutes, before the first pitch)

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Conflicts of interest in hackathon judging: what to do when you know a team

Conflicts of interest in hackathon judging: what to do when you know a team

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Tie-breaking in hackathon judging: a process that doesn't feel arbitrary to the teams

Tie-breaking in hackathon judging: a process that doesn't feel arbitrary to the teams

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How many teams can one judge fairly see in a day? The number organisers underestimate

How many teams can one judge fairly see in a day? The number organisers underestimate

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Judging a remote hackathon vs an on-site one: what actually changes

Judging a remote hackathon vs an on-site one: what actually changes

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Five mistakes every first-time hackathon judge makes (I made most of them too)

Five mistakes every first-time hackathon judge makes (I made most of them too)

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Innovation vs execution: how I actually weigh a hackathon rubric's criteria

Innovation vs execution: how I actually weigh a hackathon rubric's criteria

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Panel judging vs solo judging: why a hackathon needs more than one judge in the room

Panel judging vs solo judging: why a hackathon needs more than one judge in the room

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How to become a hackathon judge: what actually gets you invited to the panel

How to become a hackathon judge: what actually gets you invited to the panel

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From a college project to a startup: what actually changes, beyond the pitch deck

From a college project to a startup: what actually changes, beyond the pitch deck

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Time management for CS students trying to ship projects and pass exams at the same time

Time management for CS students trying to ship projects and pass exams at the same time

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Side project ideas that actually teach production skills, not just model-calling

Side project ideas that actually teach production skills, not just model-calling

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How to read an AI research paper as a student without drowning in the math

How to read an AI research paper as a student without drowning in the math

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Building a 'second brain' for learning AI: what to actually write down

Building a 'second brain' for learning AI: what to actually write down

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Remote work etiquette for a student's first remote internship or job

Remote work etiquette for a student's first remote internship or job

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Negotiating your first tech offer as a student: what's actually negotiable

Negotiating your first tech offer as a student: what's actually negotiable

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Answering 'tell me about a project' without rambling for five minutes

Answering 'tell me about a project' without rambling for five minutes

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What recruiters actually search for on LinkedIn (and why your headline matters more than your summary)

What recruiters actually search for on LinkedIn (and why your headline matters more than your summary)

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Technical interview prep for GenAI roles: what's actually being tested

Technical interview prep for GenAI roles: what's actually being tested

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Monitoring an AI app in production on a student budget

Monitoring an AI app in production on a student budget

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CI for AI projects: what's actually worth testing automatically

CI for AI projects: what's actually worth testing automatically

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Writing a README that actually gets your AI project looked at

Writing a README that actually gets your AI project looked at

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Environment variables and config for AI apps: getting API keys right from day one

Environment variables and config for AI apps: getting API keys right from day one

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A year of shipping: SCULT INDIA, TechVerse Enclave, and NextUpgrad

A year of shipping: SCULT INDIA, TechVerse Enclave, and NextUpgrad

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Deploying a Python AI app for free: a realistic path from laptop to a working URL

Deploying a Python AI app for free: a realistic path from laptop to a working URL

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Error handling for flaky LLM APIs: what to do when the provider times out mid-demo

Error handling for flaky LLM APIs: what to do when the provider times out mid-demo

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Caching LLM responses safely: the checklist before you cache anything

Caching LLM responses safely: the checklist before you cache anything

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Background jobs for slow AI tasks: don't make the user wait on a 30-second request

Background jobs for slow AI tasks: don't make the user wait on a 30-second request

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Logging and tracing LLM calls: what a debuggable AI app actually needs

Logging and tracing LLM calls: what a debuggable AI app actually needs

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