Why I Walked Away From 100,000 Users to Build a Brain
Prince Siddhpara · Principal Researcher/Founder · 2026-08-28
3 min read

Why I Walked Away From 100,000 Users to Build a Brain

I ran a nonprofit AI company with a hundred thousand users and shut it down myself. Then I decided the next thing I built had to be a brain, not another model.


I'm Prince Siddhpara. I'm seventeen. I'm the founder and principal researcher at Mura ALife Labs, and this is the first time I'm writing down why the lab exists at all.

From Nonprofit to Shutdown

Before this, I ran a nonprofit AI company. We got to a hundred thousand users. Real people, real usage, six months of actually managing that. And then I shut it down myself. Not because it failed to matter to people — because it was a nonprofit, the compute kept getting more expensive, and there was no honest way to keep it running. I was sixteen. I made the call and closed it.

Most people would call that the end of something. I didn't have the patience to treat it that way. I'd already built something of real magnitude once, and I wasn't interested in building something smaller next. I wanted the next thing to be at least that size — ideally bigger, ideally harder, ideally the kind of thing that doesn't have an obvious ceiling on it.

The Insight: Brain versus Data Centers

Here's the thought that actually started this lab. A human brain runs on about twenty watts. Twenty watts, and it can reason, remember a whole lifetime, learn from one example, and never once quietly make something up to fill a gap. Meanwhile the AI industry was pointing enormous data centers at the same problem and calling the result intelligence. That gap is not a rounding error. If a brain can do this on twenty watts, the bottleneck was never intelligence itself — it was that nobody had engineered a substrate that actually works the way a brain does. So I stopped asking how to build a better model. I started asking how to build a brain.

Building Mura ALife Labs

That question is the entire reason Ikigai exists, and the entire reason Mura ALife Labs exists to build it. Not a bigger language model. Not a fine-tune. An organism — something that thinks with closed-form vector algebra instead of backpropagation, that learns continually instead of freezing after training, that runs on a single CPU core instead of a GPU farm, and that has one non-negotiable rule wired into it: tell the truth, or say "I don't know." No backprop means no GPU bill — the cost that shut my last project down. If this works, it isn't just cheaper. It's a different kind of cheap, the kind a twenty-watt brain already proved is possible.

Transparency and Honest Reporting

I run this lab the same way I shut down the last thing — honestly, in public, including the parts that don't work yet. We've made well over 270 distinct attempts at one specific hard problem inside this project, open-ended generation without a single gradient, and none of them have fully cracked it yet. I'd rather post that number than hide it. The nonprofit taught me that the moment you start protecting a nice-sounding story instead of the real one, you've stopped doing research and started doing marketing. I'm not interested in marketing. I'm interested in the brain actually working.

tell the truth, or say "I don't know."

Conclusion

I don't know yet if this is the thing that ends up mattering more than the last one. I know it's the only thing I've found that's genuinely bigger, genuinely harder, and genuinely worth being seventeen and stubborn about. That's why I'm building it in the open, one honestly-reported result at a time, starting now.

— Prince Siddhpara, Founder & Principal Researcher, Mura ALife Labs

ALife & Neuromorphic Research

The Journal

Notes from Mura ALife Labs — on NeuroSeed, artificial life, and the lab's day-to-day research.

Substrate:
{{ engineHint }}

Loading posts…

No posts yet. Check back soon.

No research notes match "{{ searchQuery }}".

{{ post.title }} Featured
Featured Audio {{ post.dateLabel }} · {{ post.readingTime }}
{{ post.author_name }}, {{ post.author_role }}

{{ post.title }}

{{ post.excerpt }}

#{{ tag }}

Loading…

Post not found.

{{ activePost.title }}
#{{ tag }}
{{ activePost.dateLabel }} · {{ activePost.readingStats }} {{ activePost.author_name }}, {{ activePost.author_role }}

{{ activePost.title }}


Audio Research Dispatch Symbiotic Substrate

{{ para }}

© 2026 Prince Siddhpara, Mura ALife Labs — All rights reserved.

Content on this website represents independent, academic research. Unauthorized commercial use, duplication, or association with financial assets, cryptocurrencies, or tokens is strictly prohibited.

Cite this Research Note

Standard academic citation format for referencing this publication from Mura ALife Labs.

APA Reference {{ apaCitation }}
{{ bibtexString }}
×
Full preview

{{ lightboxImageCaption }}

Symbiotic Dispatch
{{ activeAudioTitle }}
{{ audioTimeElapsed }} {{ audioDurationFormatted }}