ARS.
Articles

Aditya Raj Singh

Building. Learning. Sharing. Growing.

I've started a few companies, tried some things, failed at others.
Here's what I've picked up along the way.

What I've Been Writing.

The Best Local Embedding Model for RAG (I Benchmarked 5 on a 16GB GPU)

Written on July 26, 2026
I benchmarked 5 local embedding models (MiniLM, BGE small/base/large, e5-large) on a 16GB GPU over my own notes. bge-small wins, and here is why bigger earns nothing.
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The Failures That Don't Crash (Your torch.cuda Check Is Lying)

Written on July 19, 2026
Two things ran on my machine tonight. Both finished in about 50 seconds, reported no errors, and produced exactly the file they were supposed to produce. Both were completely empty. Most of us learned to debug on software that fails loudly. It throws, it stops, it prints a stack trace and refuses to continue. A […]
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How to Use a Tally Counter to Break Distraction Loops While You Work

Written on July 13, 2026
I wear a ₹30 ($0.3 as of 13 july, 2026) [meesho] hand tally counter on my finger while I work, and every time my mind wanders off, I click it. That's the whole system. It sounds too simple to matter, but it's one of the few focus hacks I've actually stuck with, so here's what […]
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What Actually Separates Codex, Antigravity and Claude Code

Written on July 10, 2026
Everyone argues about which AI coding tool writes the best code. I ran the test and the code turned out to be the least interesting part. I gave three tools the identical task, in the same repo, each on its own branch off the same clean base, and what they wrote came back a flat […]
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Aditya Raj Singh Photo

Hey, I'm Adi.

Dropped out of school at 16, built a marketing agency by 17, and formed my first company by 18.

Started with Stallion Cognitive - helping old-school financial companies get online. Turned out there was actually demand for that.

By 18, I'd built BNCW Enterprises to rapidly launch and test new companies/projects. Since then, I've scaled, killed, sold, and exited over 13 companies under it.

Still figuring it out as I go, but that's half the fun.
Read my story
I've Been Featured In
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Here are My Companies.

RunWeb®

Done-for-you websites for any small business on a flat monthly plan. You pick the plan, we handle everything, design, launch, and all the upkeep after.
runweb.co

BNCW Enterprises®

AI that runs the busywork for you, from a solo clinic to a full enterprise. Chatbots, voice agents, and automations that take repetitive work down to zero.
bncw.in

Stallion Cognitive®

A marketing agency that’s laser-focused on making financial businesses successful online. It offers everything they need under one roof. 100% bootstrapped.
stallioncognitive.com

What CEOs say about Me.

“I’ve been working with Aditya for three years now for SEO and it has been a pleasure. I have referred him to a dozen people already, and all of them have been very glad that I made that suggestion.”
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Ryan Scribner
Scribner Media, LLC
"Aditya's work is exceptional. Our site had a former manager who was not responsive. Aditya is extremely responsive and communicates his strategies very well. I highly recommend him."
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Edward Canty
CFM
"Stallion Cogntive can whip up a pretty impressive website in record time. Aditya was very prompt in responding and kept us the loop on how long things would take. Great experience all around."
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Apple Crider
Creators Agency, LLC