web3 instructor

@CoinMarketCap, we hereby verify that we've created a ticket on your platform to update our supply figures. Ticket number: 1350230

I have just read that @salesforce is ramping up its push into agentic AI with a new AI Foundry, aimed at accelerating the path from research to real-world deployment. The initiative focuses on building and testing autonomous agents in simulated environments, while working closely with enterprise customers to refine real use cases. The Foundry builds on early systems like eVerse, where agents are exposed to thousands of edge cases to test consistency and decision-making. At the same time, Salesforce is exploring “ambient intelligence”, agents that operate quietly in the background, anticipating needs and acting without explicit prompts. What’s emerging is a shift in how AI is applied inside organizations. It’s no longer about tools that respond to inputs, but systems that operate continuously across workflows. Agents are expected to coordinate, make decisions, and interact with other agents across boundaries. This introduces a new layer of complexity. As agents begin to interact with each other, reliability becomes less about individual outputs and more about system behavior. Failures are no longer isolated errors, they become breakdowns in multi-step processes involving multiple actors. To address this, Salesforce is investing in the infrastructure around agents: simulation environments, identity frameworks like agent “cards,” and early governance models for cross-agent interaction. The goal is not just smarter agents, but coordinated systems that can be trusted at scale. The value of agentic AI will not come from autonomy alone, but from how well these systems are structured end-to-end. Execution is only one layer. Real impact comes from designing environments, protocols, and safeguards that allow agents to operate reliably within complex, real-world constraints.

Tokenization is moving into the financial mainstream. In a new note, @IMFNews said tokenization is beginning to reshape regulated finance, pointing to benefits like atomic settlement, continuous liquidity, and built-in compliance. Adoption is already picking up. Tokenized real-world assets have reached over $27 billion, spanning instruments like government bonds and commodities, with growth accelerating this year. The IMF also flagged risks. Faster, always-on markets could transmit shocks more quickly without proper safeguards, prompting calls for global standards and stronger policy frameworks. If financial assets move on-chain, the systems supporting them will carry real economic weight.

Secure your domain for 50+ years and eliminate renewal risk entirely. Digital identity is shifting toward long-term ownership. Position early. 🔗 app.fio.net/fio-domain

@joinFIO I like this, no renewals to worry about, just real long-term ownership. Getting in early feels right.

@_PradeepGoel I’ve seen systems sound convincing but still be wrong. I trust independent verification.

The entire industry is chasing explainable AI, trying to force models to rationalize their outputs in human terms. We are mistaking the ability to generate a plausible-sounding explanation for genuine transparency. A sophisticated model can easily make up a logical-sounding reason for a flawed conclusion. Trust will come from our ability to independently verify AI work using a separate, adversarial AI. AI safety is a dialectic between two models arguing over the result.

The AI economy is being built on rented infrastructure. We're moving from Web2's rental model (SaaS, cloud subscriptions) to Web3's ownership model. PAI3 is the ownership layer. Your compute. Your data. Your control. Your revenue. The future isn't renting AI - it's owning it.

Law firms can't afford to upload client cases to public AI tools. Attorney-client privilege. GDPR. Confidentiality. But they also can't afford to NOT use AI - competitors are 10x faster. PAI3 solves this: ✔️Private AI on your infrastructure ✔️Zero data leakage ✔️Full compliance control ✔️Client data stays yours This is how legal goes AI-native without the risk.

@joinFIO FIO makes crypto payments effortless, one handle, zero errors, works everywhere. ✅

Crypto payments are broken. Addresses, copy-paste, errors. FIO fixes that. Request funds using a simple handle - no confusion, no risk. ✔️ Send requests across ANY chain ✔️ Add context (invoice, notes) ✔️ Approve or reject with full visibility This is how Web3 should work. 🎥 Watch the demo 👇 #FIORequest

AI is controlled by those who own the infrastructure. Not the users. Not the builders. The owners. PAI3 Power Nodes change that. Run it. Control it. Earn from it. Follow to stay ahead.

@Pai3Ai Finally, a way for users like us to take real control, PAI3 puts ownership in our hands.

@CoinMarketCap Honestly, @integra_layer is one I’m keeping an eye on. They’re focused on real estate on-chain, real cash flow, and building a consortium with serious players like Tokeny, Ctrl-Alt, and Nitya Capital. With adoption quietly growing, this could easily be the project that

Name a project you think will surprise everyone this week.

@0xNairolf Exactly, this gap is why I’m watching @integra_layer. They’re connecting #RWA with DeFi, making property and cash flow accessible on-chain. Early moves here could shape the next wave in #RWA adoption.

there is a massive opportunity in RWA DeFi RWA market cap: ~$17B (15x in 2 years) but only ~$1.5B is active in DeFi pretty huge gap

@anndylian @integra_layer is quietly showing strong momentum. Real estate on-chain, real cash flow, and institutional players involved, it feels like a project built for long-term growth, not just short-term hype. Exciting to see how this one develops.

Tag 3 projects with good winner vibes. 👇

@puffer_preconf Puffer

We are now Puffer Preconf! 🐡 Rollups today still face the same bottlenecks: centralized sequencer trust, soft confirmations without real guarantees, weak economic alignment, and censorship risk. Puffer Preconf provides sub-10ms execution guarantees, not just promising your transaction lands, but guaranteeing exactly what it does when it lands. Backed by ~$6B in restaked ETH. ⚡ Sub-10ms execution confirmations 💰 Revenue sharing for rollups, not just L1 🔒 Ethereum-level security + slashable guarantees 🌐 Decentralized sequencing, no single point of control 🛡️ Censorship resistance + strong liveness ⚙️ No sequencer overhead Puffer Preconf unlocks the full potential of Ethereum rollups and based rollups.

@PufferDao I’m all in.

Only 2 days left of Voting Epoch 24. Do not miss the chance to allocate CARROT to your favourite gauges. 👉Vote here: app.puffer.fi/gauges

@AmirOnchain I’m excited on this.

Of all the craziness happening in the world right now, here’s something to restore everyone’s hope to progress for a better future and advancement in science.

New listing: $ZANO is now available on @secureshift_io! 🔥 SecureShift is a non-custodial crypto exchange that lets users swap digital assets directly from wallet to wallet without holding funds or requiring account registration. Its core USP is privacy and control users keep full ownership of their assets, with no mandatory KYC for swaps and no custodial risk. 🔒