Stanford just let an AI pick stocks for 30 years.

First study of its kind in finance history.

The outperformance vs. humans was so extreme, researchers spent 12 months trying to prove themselves wrong.

Here's what happens when you let AI manage your money: 🧵 When Stanford professor Ed deHaan first saw the results last year, he couldn't believe them:

"We spent the past 12 months scouring every inch of the data trying to find where we'd done something wrong."

They found 0 errors.

The AI was genuinely superior at capital allocation.

Most "AI agents" in crypto are just chatbots with wallet access.

Princeton researchers just proved how dangerous that is, and it's why we built Giza's agentic infrastructure from the ground up.

Here's how agents lose your money (and how we solved it): 🧵 In March, @SentientAGI and Princeton published research exposing critical vulnerabilities in crypto agents.

ElizaOS agents managing $25M+ can be manipulated into sending funds to attackers through conversation tricks.

The attack mechanism is devastatingly simple:

In 1997, Kasparov was the undisputed god of chess:

• Youngest World Champion ever
• Undefeated for 12 years
• Highest ELO in history

Then he faced IBM's $100M Deep Blue supercomputer.

What happened next shattered everything we thought we knew about intelligence: 🧵 For decades, chess masters believed human intuition was irreplaceable.

Pattern recognition, strategic thinking, psychological warfare...these were uniquely human domains.

Garry Kasparov was the ultimate proof.

World champion at 22 in 1985. Undefeated for over a decade.

The SEC just changed the crypto world forever today.

Chairman Paul Atkins launched "Project Crypto":

The most massive crypto policy overhaul in U.S. history that *finally* legitimizes our entire industry.

Here's what just happened and why it just made crypto unstoppable 🧵: For years, crypto builders like me faced regulatory chaos.

"Is my token a security?"
"Can I serve Americans?"
"Will the SEC sue me?"

Nobody knew the answers, and most chose exile over uncertainty.

America was bleeding crypto talent to Singapore, Switzerland, and the UAE.