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AI Real Estate: From Apartment to Mansion
AI Real Estate: From Apartment to Mansion A $3,999 Mac Studio runs a 122 billion parameter AI model on your desk. Running the same model on AWS costs roughly $5 an hour. About $3,700 a month if you leave it on. The Mac pays for itself in five weeks. A $3,999 Mac Studio runs a 122B parameter AI model locally. Running that same model on AWS: $5/hour. ~$3,700/month if you leave it on. The Mac pays for itself in five weeks. I didn't think this was possible. Most people still don't. — George
Read storyFounder Reality is written by George Pu — $10M+ portfolio built by 27, no investors, no co-founders.
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What I'm thinking about right now.
How 0% APR Credit Cards Actually Work — From the Other Side of the Desk
A few years ago I was working with a homeowner in Tennessee who needed $35,000 for a renovation project. He had one requirement: 0% APR. Wouldn't consider anything else. We found him a card with a 21-month intro period at 0%. Best terms on the market. He applied, got approved — for $20,000. Not $35,000. Twenty. Now he's got a $15,000 gap and no plan for it. But that wasn't even the real problem. The real problem was that the card had to ship. Physical card. In the mail. To Tennessee. He need
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I'm Starting to Write About Money
I'm starting to write about money. Not affiliate-stuffed credit card listicles dressed up as advice. Not "the one weird trick your bank doesn't want you to know." I mean how the system actually works from the inside. What I do with my own money. The math nobody shows you because it's boring and doesn't sell a course. This is the personal finance layer of Own or Be Owned — understanding the machinery well enough that it works for you instead of on you. The background I've spent the last
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We Swapped Our TTS Model. The Older, Free One Won.
When we launched Ghost Narrator, we used Fish Speech for voice cloning. It worked. The voice quality was past the threshold of "nobody notices." We were happy with it. Then we had a licensing problem. Fish Speech's license is restrictive for commercial use. We were publishing 200 narrated blog posts a month on a model we couldn't fully commercialize. That needed to change. So we tested alternatives. The obvious move was Mistral's new TTS model — newer, from a well-funded lab, getting attenti
Read essayFrom the series · The AI Displacement Series
The 5 Layers AI Can't Eat
This is Chapter 4 of 7 in the AI Displacement Series.
More on Own Your Tech
Three essays from the archive on a different angle.
GPU Cloud Shopping in Canada: What's Actually Available
Availability and pricing in this post reflect what I found as of April 6, 2026. Cloud providers update their infrastructure regularly, and I hope some of this changes soon. If you find something different, I'd genuinely love to hear about it. I chose Canada. That might sound like a strange way to start a post about cloud computing, but it matters. I'm not Canadian by birth. I came here, built my life here, built my company here. This isn't a temporary arrangement for me. I'm committed to this
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How I'm Building Multi-Cloud (Before Spending a Dollar)
This is a follow-up to my last post about cloud lock-in. That piece was about the philosophy — why we don't go deep on any single provider's managed services. This one is about what happens next. You've decided you don't want to be locked in. Great. Now what? I'll be honest — I expected this part to be straightforward. Pick a few providers, compare prices, split the workload. Done. It wasn't like that at all. Some Context I run a small company. Three people. We're building AI models that
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Hardware Sovereignty Is the New Data Sovereignty
After I wrote about trying to buy a Mac Studio and failing, the replies kept circling the same question. "If I can't buy the hardware and I don't trust the cloud, what am I supposed to do?" That question led me somewhere I didn't expect. I Checked What GPUs You Can Actually Get in Canada Not the marketing pages. Not the pricing calculators either. The actual hardware you can spin up today in a Canadian data center. I went through every major cloud provider with Canadian infrastructure and
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I Self-Hosted My Own AI for $700 a Month. Here's What I Actually Learned
TL;DR: * Full self-hosting of top-tier AI costs $20,000–$50,000/month and isn't worth it for most businesses. * Cloud-hosted models (AWS Bedrock, Google Vertex, Azure) are the underrated middle ground — you get the best AI with your data staying in your account. * I built a private AI setup for $700/month and it covers 80% of daily tasks. Here's the full breakdown, the real costs, and a decision framework for what makes sense
Read this essayI'm Starting to Write About Money
I'm starting to write about money. Not affiliate-stuffed credit card listicles dressed up as advice. Not "the one weird trick your bank doesn't want you to know." I mean how the system actually works from the inside. What I do with my own money. The math nobody shows you because it's boring and doesn't sell a course. This is the personal finance layer of Own or Be Owned — understanding the machinery well enough that it works for you instead of on you. The background I've spent the last
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Recent threads
The latest from @TheGeorgePu.
Canada's AI hardware reality check — what's actually available vs. what founders think they can buy.
GPU shipping is the tell. If you can't physically own the compute, you don't own your AI stack.
I only write code when it's 10/10 important. Slowing down is the real productivity move in 2026.
Mac Studio supply is crunched. Apple's quietly rationing M3 Ultra — AI builders feel it first.
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