This paper shows that wildly different AI models for molecules, materials, and proteins are independently learning the same underlying representation of matter
suggesting we’re converging on a shared physics-grounded “latent reality” that proves scientific foundation models might actually be generalizable across domains
We won't reach AGI until after 2035.
Why? Cognition is quantum-heavy (collapsing possibilities), not data-heavy (pattern matching).
We need ~100k logical qubits to model that process. The algorithms might be ready, but the hardware is 10 years out.
gm tribe!
We’re at @EFDevcon this week showing people what we’re building, getting real feedback, and shipping improvements fast ⚡
DM, if you are at Devconnect and want to meet us :)
We’ll be sharing our learnings and updates in public right here 🧵
Day 1: We presented at @Base Batches Demo Day 🎤 and got incredible appreciation from founders and backers.
Founders want to launch through us.
Investors want to back founders using this model.
gm tribe! We are LIVE.
We’re on a mission to empower founders and believers to build future unicorns, together! 🤝
If you believe when tokens done right, they can rally 1000s of believers behind a project and win markets fast...
Join the journey 👇👇
Imagine if a startup you liked at YC Demo Day raised via a token.
You could invest right there at the demo day in a minute, with any amount, at the same price as any seed VC. And you’d still have the flexibility to sell in the open market anytime, if you needed the money or lost conviction.
All of this, while having the assurance that founders spend funds responsibly, and can sell their tokens only when the token performs well.
No rugs. No misaligned incentives between equity and tokens. No shady insider OTC deals or endless unlock FUD.
Introducing https://t.co/K6KLElYghH: a platform democratising access to invest in future unicorns.
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Why?
Tokens have always been the best tool to align large groups of believers around a mission and win together. For founders, they’ve been the fastest way to capture markets.
But so far, every attempt at token launches has come with broken mechanisms.
They had misaligned incentives that attract short-term traders and mercenary airdrop farmers, not long-term backers.
And worse, they attracted scammers launching and dumping tokens on community, instead of long term founders.
That’s why we’re building gmtribe, a place where you can discover and back serious founders building future unicorns, and win together.
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Story:
I got into crypto in 2017 by a fortunate accident of reading the Bitcoin whitepaper and Sapiens at the same time. It made me realize that finance is the ultimate coordination layer of humanity, and crypto tokens can make it radically more efficient.
Since then, I’ve been building on this belief.
In 2018, I co-founded Mudrex (now India’s 2nd largest exchange), helping millions trade tokens.
In 2021, I started Jediswap(a DEX on Starknet), and we built a large community of believers who helped us capture 80% of market.
Jediswap experience inspired us to build gmtribe. A platform to help founders build an army of believers and help them capture markets.
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Insight 1:
Over the past year, we explored all existing token designs to align founders and communities, but found multiple flaws:
⚖️ Token holders faced rug risks, and token governance slowed founders down.
💨 Airdrops and launchpads attracted tourists.
📉 SAFE + token rounds turned communities into exit liquidity.
Then we saw MetaDAO’s Futarchy implementation with public sales, and we were immediately inspired.
Combining prediction-market-led governance with ICO-style raises made perfect sense for early-stage startups:
✅ Helps founders move fast
🌍 Democratizes access for anyone to invest early
🛡️ Removes incentives for scammers launching tokens
🤝 Aligns incentives between founders and token holders
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Futarchy 101:
In Futarchy, every proposal creates two markets, one for “pass” and one for “fail.”
- If you think a proposal will increase token value, you buy tokens in the “pass” market or sell in the “fail” market.
- If you think it’ll hurt the project, you sell in the “pass” market or buy in the “fail” market.
The result? Stakeholders decide what’s best for the project by putting their money where their mouth is.
It helps DAOs move faster, investors express conviction, and tokens flow toward true believers.
Here’s a great explainer from Galaxy:
https://t.co/yaFDKDMlqH
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Insights 2:
Another lesson we learned from founding multiple companies and raising $35M+ in venture capital: early-stage investments move by social signal. Almost every VC or angel invests when their peers invest.
That’s why we’re making social signaling a core feature of gmtribe’s fundraising platform.
Early backers publish their thesis on why they invested in a project and earn reputation for it.
Projects, in turn, get discovered by more believers, helping them raise and grow faster.
We’re launching in ~1 week.
👇 Join our Telegram to be part of the journey from day one:
https://t.co/jZx8PlWY6w
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The future
We’ve spent the past few years not just building gmtribe, but also building the incentive systems that power coordination within our team.
The launchpad is just the first step. Our vision is to give anyone the tools to go from an idea to a scalable network:
💰 Raise from believers
📣 Get distribution through believers
🧱 Build with believers
The next wave of great companies will be built by coordinated communities.
gmtribe is building the infrastructure to power them.
Monad Cards: a token of appreciation for crypto twitter
~5,000 active CT accounts are eligible to claim. Each can nominate 3 friends. 10,000 nominations will be accepted on a first come, first served basis.
You should probably claim it before it closes
Social media has completely changed, thanks to Veo 3.
AI-generated characters are blowing up with these types of viral clips.
This is Big Yowie, who will cross 100k followers after posting only 10 videos 🤯