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Why One VC Thinks Quantum Is a Bigger Unlock Than AGI
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Why One VC Thinks Quantum Is a Bigger Unlock Than AGI

by admin September 23, 2025


Depending on how you think about it, there’s half a dozen or more approaches to the hardware. And I became excited that within the hardware approach, the neutral atom approach was high potential. So we backed [Thompson’s] company called Logiqal.

What happens if you’re right?

I’m a venture investor, and we believe in convexity—taking risks on things that most likely won’t work, but if they do work could be 500x in value.

It’s a real earth-moving innovation if there’s a chance that quantum computers find the path toward success. You unlock these thinking engines, these computational engines that can run the future of material sciences, the future of pharmaceutical innovation, the future of logistics, the future of financial markets in ways that we’ve never seen before.

You can see a future where you could create pharmaceutical advancements that could elongate life 20 to 30 years. You could see changes in material sciences where we could invent new products. It could help us get to Mars! That is what quantum computing unlocks.

The way you talk about quantum computing sounds a lot like how many AI enthusiasts talk about artificial general intelligence.

In many ways, quantum is today where AI was back in 2015, which is a lot of really big research and science projects and starting to have practical applications rather than just pure research.

You mentioned that it’s hard to fake being a quantum expert. I would posit that it is not as hard to fake being an AI expert. How do you decide who to back?

There are so many companies that are being built and born in AI that when you extrapolate them 5, 10 years will not have a true genuine moat outside of brand or speed. Brand and speed are rarely strong enough moats to build a generational company.

I’ll give you an example. BrightAI creates stickers that are roughly this big [she makes a circle with her fist]. The company puts a sticker on every telephone pole, on every HVAC system, on every water line system, and then observes it for long periods of time, 5, 10, 15, 20 years [and flags potential issues]. That’s a pretty good moat. You’re not ripping all those stickers off.

For the most part, the value in AI accrues to the incumbents. Penny, my cofounder, is on the board of Microsoft. If you think about it, Microsoft and Google—Google has 3 billion users. Microsoft has a billion users. They can launch a product that is OK, not excellent, and they still have a pricing power, a distribution power. And so we very much think about the world where when the elephants dance. Don’t be an ant.

How do you use AI?

For everything. There’s nothing you don’t use AI for, nothing. From every question, I mean, today I probably used it 25 times.

It’s replaced Google for you?

Everything. Everything. Deep research, sourcing. Today I was looking up what jobs are declining fastest in the world. Truly, I would say it’s not a dozen times a day. It’s dozens of times a day.

This is an edition of the Model Behavior newsletter. Read previous newsletters here.



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September 23, 2025 0 comments
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Agi-Deepsafe
GameFi Guides

AGI Open Network, DeepSafe Partner to Boost AI and Web3 Security

by admin September 11, 2025



Decentralized AI provider AGI Open Network has teamed up with blockchain platform DeepSafe. The partnership was announced through AGI’s official X account.

According to the post, the partnership is expected to improve cross-chain connections between different blockchain networks and provide safe mechanisms for confirming AI agents.

🥳 We’re excited to announce our strategic partnership with @DeepSafe_AI!

🎯 DeepSafe is a blockchain with hybrid PoW+PoS, providing decentralized verification for AI, cross-chain, and Web3.

🤝 Partnership Highlights:
🔹 Enabling trustless AI Agent verification with Ring VRF,… pic.twitter.com/xeIZ6Ta5Kb

— AGI Open Network (@AGIOpenNetwork) September 10, 2025

This merger unites AGI Open Network’s decentralized AI network with DeepSafe’s innovative hybrid PoW+PoS validator network. They, collectively, aim to create an open, impartial, and scalable infrastructure for deploying AI agents. 

Therefore, the action seeks to address the growing demand for trusted validation of AI agents across multiple blockchains and decentralized networks.

Building Trustless AI Verification

On one hand, AGI Open Network says that the trust setup uses the latest advancements of TEE, Ring VRF, and MPC. These technologies safeguard AI operations and make them completely verifiable without any third-party interference.

Moreover, DeepSafe’s innovative consensus model balances scalability and decentralization, creating a stronger foundation for Web3 and AI growth.

Through the partnership, the developer’s needs are taken care of. This is achieved by offering dependable cross-chain compatibility and robust security.  Heit minimizes the risks linked to centralized verification models. Consequently, developers can deploy AI agents with higher confidence and reduced vulnerabilities.

DeepSafe elaborated on X that as AI applications expand into multi-cloud and cross-chain environments, the complexity of data trust mechanisms increases. 

“How to establish a unified trust mechanism in this heterogeneous environment has become the core challenge of AI data security. DeepSafe decides to solve it,” the company stated.

As AI applications develop towards multi-cloud deployment and cross-chain integration, the trust basis for data transmission becomes more complex.

How to establish a unified trust mechanism in this heterogeneous environment has become the core challenge of AI data security.… pic.twitter.com/zce9rpJfve

— DeepSafe (@DeepSafe_AI) September 10, 2025

Coinbase Launches x402 Bazaar

Meanwhile, Coinbase introduced x402 Bazaar, a marketplace for AI agent-powered micropayments using USDC. The platform revives the old HTTP 402 “Payment Required” status code, allowing seamless pay-per-request services. Sellers do not need blockchain infrastructure since Coinbase’s hosted facilitator verifies and settles payments without charging facilitator fees for USDC on Base.

This partnership and Coinbase’s innovation highlight a new phase in AI-driven blockchain ecosystems. It brings stronger security, easier adoption, and practical tools for developers building next-generation decentralized applications.

Also Read: StarkWare unveils 1MB Bitcoin verifier for mobile devices





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September 11, 2025 0 comments
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