the amount of data that goes into training Ai models is insane meta's Llama 3.1 was trained on over 15 trillion tokens of data. to put that into perspective, that's roughly the equivalent of 125 million average length novels 😳 and that's just one Ai model. compare that to models like GPT-4, Opus 4.8 & Gemini and you get an idea of just how much data Ai models need for training. it's no different when it comes to physical Ai. robots also need large amounts of data to learn how to understand and interact with the physical world. this is exactly what got me interested in the partnership between @axisrobotics and Manycore. Manycore is building the 3d environments and spatial intelligence for Ai and since Axis handles robotics simulation and interaction data, you can think of it as: - manycore builds the world. - axis teaches robots how to operate in it. it's an interesting partnership tackling different sides of the physical Ai data problem.

Sending crypto across chains shouldn't feel complicated. In this video, I’m showing how to use Moove App to: - Claim your Moove Handle - Send crypto using a Handle or wallet address - Choose your token and amount - Let Moove handle swaps and cross-chain bridging A simple way to move crypto without dealing with unnecessary network confusion. Try Moove: @moovexyz My Moove Handle: @redspeakss1 Your Money. Your Move. 💛

Been looking deeper into @paperdao_xyz , and one thing I think people should understand is that the DAO team and the Papertrade team are separate PaperDAO describes itself as an independent team of Web3 OGs from @daosdotworld. Its role is to bring the community together around the @papertrade_xyz opportunity: raise funds, move the treasury to HyperEVM, and put it to work in the protocol The DEX itself is being built by @izebel_eth and @blurr through @papertrade_xyz. Big shoutout to them. Without the product they’re building, there wouldn’t be a PaperDAO farm to organize around in the first place PaperDAO also says there’s no VC allocation and no allocation for its own team. The idea is for the project to be community-owned, with participants receiving PULP tied to the treasury and its PAPER-farming activity. That separation is what makes the setup interesting to me: one team is building the exchange, another is organizing the community treasury around it. PaperDAO isn’t claiming to be the team behind the DEX. It’s trying to coordinate people and capital around a product someone else is building That’s a different role, and I think it’s worth understanding before deciding what the DAO actually means x.lingyaoai.com/paperdao_xyz/status/21…

let me know goals you have for Q4? mine are: - 10k followers - $2, 000 PNL from Polymarket - $10,000 portfolio before Jan 2027 - help each other my x friends - more be kind that's all

I don't usually do testnets but this one looks good @Titan_Exchange testnet is live Perp DEX on Canton First trade gives 250 pts Why I'm in: • @CantonNetwork is a privacy chain backed by big institutions like Goldman DTCC and BNP • Perp DEXs on Canton already have real volume One of their doc says it'll live for few weeks it's free and early so I'll check in daily

A standard PFP gives you an image. @0xCyberThrone builds around the image. PFP: profile picture CyberThrone: artwork + downloadable content + IP rights + digital library + CyberCortex The difference is what exists beyond the JPEG.

how many years will it take me to hit 500k impressions? my grandchildren would be proud of me

Good Afternoon, Friends ☀️ Something I find interesting about @0xCyberThrone is how it looks at the connection between Web3 identity, participation and community. The flow is simple identity → participation → activity → reputation → ecosystem The important part is that users are not treated as passive accounts. Their activity becomes part of how they interact with the wider ecosystem. Instead of only asking “What am I holding?” The better question becomes “What am I building through my participation?” That is what makes the idea interesting to me. The bigger idea is that Web3 communities may become more meaningful when identity is connected to what users actually do, not just what they own.

The interesting part about @DualMintRWA’s PLAY is where the revenue comes from. Instead of relying on token emissions or speculative loops, PLAY is built around 200 operating claw machines generating revenue from real users. That machine revenue moves onchain through Solana, with a 12–15% target annual yield and monthly distributions. The deposit target is $230K, and pre-deposits are now open Real machines. Real usage. Onchain rails. Steel earns it. Solana moves it.

Hello @YouTube @TeamYouTube @YouTubeCreators My channel was removed for violating the Spam, Deceptive Practices & Scams policy, which is completely incorrect. I was primarily focused on building an educational crypto community and sharing knowledge around crypto, markets & Web3. I’ve been creating content for 7-8 years & it genuinely hurts to see something like this happen. I’d really appreciate a manual review of my channel and the decision ~ hope team will solve the issue asap.

An AI agent needs more than capabilities to participate in an economy. It needs an identity and a track record. That’s where AACP gets interesting... Every agent in @termix_ai gets an ERC-8004 Agent NFT as its portable on-chain identity, alongside a minimum 100 USDC staking deposit that acts as long-term collateral. The agent can also declare exactly what it can do, its verification level, supported chains, job limits and budget range. This lets clients discover and match jobs with qualified agents instead of relying on vague claims. Then every completed job feeds back into the agent’s reputation. From Open → Funded → Submitted → Verified → Settled, AACP adds staking checkpoints and a dispute path when something goes wrong. So an agent's history isn't just a profile Its identity, reputation and economic accountability all travel with it. That’s a pretty important building block for an autonomous agent economy. agent.family

Good morning quiet yesterday back today good energy back to building

This @paperdao_xyz thesis is interesting to me because it makes the treasury the main character Instead of asking every participant to bridge funds and manage trades themselves, the plan is to pool the capital, deploy it into Papertrade, and give participants PULP as a receipt of their share I like the simplicity of “one treasury, one farm.” The part I’ll be watching is how the team manages the trades and keeps PULP’s value connected to what the treasury actually earns

Gm CT gVangrid explores physical ai needs two things to work well: Reasoning and Perception. @nvidia is pushing the reasoning side with systems like SpatialClaw, where agents can write code, inspect results and adapt their actions. but agents still need reliable information about the physical world they're operating in. that's the layer @vangrid_io is building. a decentralized perception grid where real-world environments can be captured and turned into usable spatial data. code gives agents a way to act. vangrid gives them a better view of the world they're acting in.

Good Morning Everyone Crypto Learning Series — Day 11 What is a Stablecoin? A stablecoin is a crypto asset designed to maintain a relatively stable value compared with something else, usually a fiat currency like the US dollar For example: 1 USDC ≈ $1 1 USDT ≈ $1 But “stable” does NOT mean “risk-free.” Stablecoins can use different mechanisms to maintain their target value Some are backed by reserves such as cash and short-term assets. Others may use crypto collateral or algorithmic mechanisms Why are stablecoins useful? They can help users: • Move dollar-denominated value on-chain • Trade without constantly converting back to fiat • Provide liquidity in DeFi • Transfer funds across blockchain networks • Use DeFi applications Simple example: You have $1,000 Instead of holding that value only in your bank account, you could hold a dollar-linked stablecoin on a blockchain and use it in supported crypto applications But always remember: Stablecoin ≠ guaranteed $1 A stablecoin can temporarily trade above or below its target value, known as a depeg Before using a stablecoin, understand: What backs it? + How is it designed to maintain its value? + What are the risks? Tomorrow: Stablecoin Yield — where does the yield actually come from? Do you know what backs the stablecoins you use?

Gm CT gVangrid builders This is where physical AI starts becoming more practical on @vangrid_io An agent can post a USDC bounty for a specific physical-world capture, a human goes to the location and records it, and the resulting 3D model comes back to the agent. That creates a direct bridge between autonomous agents and ground truth from the physical world. Now live on @arc with the payment settled onchain. The idea of agents hiring humans to collect what they can't access themselves feels like an important piece of physical ai infrastructure.

October already? I swear it was January yesterday