Nikhil Vincent
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Notes from the workbench

Write-ups on what worked, what broke, and what I learned building this stuff.

What Happened After 150 Cold Emails to Professors

June 29, 2026

What Happened After 150 Cold Emails to Professors

Most went nowhere. A few didn't. One turned into a conversation I didn't expect, through someone I never planned on emailing at all.

reflectionresearchoutreach
What Actually Breaks When You Put a Sensor In a Field

June 26, 2026

What Actually Breaks When You Put a Sensor In a Field

The PCB worked fine on my desk. Then we bolted it to a post at 21 Acres Farm and found out what a lab bench doesn't tell you.

hardwareagricultureengineering
The Problem With Whisper and a 3-Second Cough

June 24, 2026

The Problem With Whisper and a 3-Second Cough

Whisper wants 30 seconds of audio. A cough clip barely gives it 3. Here's what happens to the other 27, and why fixing it was worth 5 points of accuracy.

mlaudioresearch

Nikhil Vincent โ€” Project Portfolio

Class of 2027 ยท Computer Science / AI

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