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Most blockchains are public by design. But what if smart contracts could protect your data too? Andrea Cerulli from DFINITY Foundation explains vetKeys - verifiably encrypted threshold keys that enable: - Onchain privacy - Secure key generation - Private dApps (chats, auctions, records)

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DFINITY Foundation

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28,247 次观看 • 10 个月前 •via X (Twitter)

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What if your smart contracts could make HTTP requests? Not through one provider. Through DOZENS of nodes worldwide, all making the same request, reaching consensus on the response. No single point of failure. By design. DFINITY Foundation built the impossible: smart contracts that act like Web2 clients, but fully decentralized. Even better? They've done the heavy lifting - production-ready contracts for Ethereum AND Solana. Your move, "walled gardens"
1:17

What if your smart contracts could make HTTP requests? Not through one provider. Through DOZENS of nodes worldwide, all making the same request, reaching consensus on the response. No single point of failure. By design. DFINITY Foundation built the impossible: smart contracts that act like Web2 clients, but fully decentralized. Even better? They've done the heavy lifting - production-ready contracts for Ethereum AND Solana. Your move, "walled gardens"

DFINITY Foundation

17,464 次观看 • 11 个月前

SHIB ALPHA LAYER GOES PRIVATE WITH FHE INTEGRATION Shib is preparing a major Q2 2026 upgrade to the Shibarium L2 in collaboration with cryptography firm Now @zama, integrating Fully Homomorphic Encryption directly into the Shib Alpha Layer (L3) rollup stack. FHE allows computation on encrypted data without ever decrypting it, the holy grail of onchain privacy. Most chains run public by default. Shibarium is now positioning to flip that, targeting confidential smart contracts, private DeFi, and shielded burn mechanics. It's a serious technical pivot for an asset still defined by meme status. If $SHIB executes, it stops being just a Dogecoin clone and becomes one of the few L2s built around encrypted computation.
0:25

SHIB ALPHA LAYER GOES PRIVATE WITH FHE INTEGRATION Shib is preparing a major Q2 2026 upgrade to the Shibarium L2 in collaboration with cryptography firm Now @zama, integrating Fully Homomorphic Encryption directly into the Shib Alpha Layer (L3) rollup stack. FHE allows computation on encrypted data without ever decrypting it, the holy grail of onchain privacy. Most chains run public by default. Shibarium is now positioning to flip that, targeting confidential smart contracts, private DeFi, and shielded burn mechanics. It's a serious technical pivot for an asset still defined by meme status. If $SHIB executes, it stops being just a Dogecoin clone and becomes one of the few L2s built around encrypted computation.

BSCN

30,614 次观看 • 4 个月前

The founder of a $4B inference company says that if you're building agents, foundational models could become your IP. According to Lin Qiao, 90% of the world's data is still private and locked inside applications and enterprises. Foundation models are trained on public internet + labeling company data, which is barely 10% of all the data. And this is why your application and foundation models are misaligned by definition. Companies building agents don't treat models as APIs. They opt for a product-model co-design. - Models continuously learn from your private data - Pick up domain-specific intelligence - Run faster - Cost less - Scale to millions of users
1:01

The founder of a $4B inference company says that if you're building agents, foundational models could become your IP. According to Lin Qiao, 90% of the world's data is still private and locked inside applications and enterprises. Foundation models are trained on public internet + labeling company data, which is barely 10% of all the data. And this is why your application and foundation models are misaligned by definition. Companies building agents don't treat models as APIs. They opt for a product-model co-design. - Models continuously learn from your private data - Pick up domain-specific intelligence - Run faster - Cost less - Scale to millions of users

Ivan Burazin

55,344 次观看 • 5 个月前

Cycles Pay is the first privacy-preserving crypto payment app for businesses. This is possible because of few specific design choices: First, the private keys stay on your mobile device. User actions are cryptographically signed by your private key before being submitted on-chain. The financial data is encrypted with that key and doesn’t leave your mobile device. Second, Cycles Pay uses a shielded pool to hide account balances on-chain. They are tracked as encrypted commitments and no one can see the underlying amounts or participants. Third, when you make a payment, a ZK proof is generated and verified on-chain to confirm the transaction is valid without revealing the amount or the counterparty. Users get blockchain integrity without exposing the transaction details.
0:52

Cycles Pay is the first privacy-preserving crypto payment app for businesses. This is possible because of few specific design choices: First, the private keys stay on your mobile device. User actions are cryptographically signed by your private key before being submitted on-chain. The financial data is encrypted with that key and doesn’t leave your mobile device. Second, Cycles Pay uses a shielded pool to hide account balances on-chain. They are tracked as encrypted commitments and no one can see the underlying amounts or participants. Third, when you make a payment, a ZK proof is generated and verified on-chain to confirm the transaction is valid without revealing the amount or the counterparty. Users get blockchain integrity without exposing the transaction details.

Cycles

13,648 次观看 • 4 个月前

Real-World Privacy Failure 🔓 A few years ago, people assumed blockchain activity was “kind of private.” Then reality hit. On Ethereum, if you buy an NFT, anyone can: 🔹 See what you bought 🔹 See when you bought it 🔹 Track your wallet forever 🔹 Infer your strategy, wealth, and behavior The same thing happened with DAOs. Researchers reconstructed entire DAO votes just from on-chain data. They could see: 🔹 Who voted 🔹 How voting power moved 🔹 Which wallets coordinated Nothing was hacked. The data was already public. Core problem: blockchains are transparent by default. Once data is public, privacy is permanently lost. Neptune Privacy exists because privacy must be built into the base layer, not added later.
3:04

Real-World Privacy Failure 🔓 A few years ago, people assumed blockchain activity was “kind of private.” Then reality hit. On Ethereum, if you buy an NFT, anyone can: 🔹 See what you bought 🔹 See when you bought it 🔹 Track your wallet forever 🔹 Infer your strategy, wealth, and behavior The same thing happened with DAOs. Researchers reconstructed entire DAO votes just from on-chain data. They could see: 🔹 Who voted 🔹 How voting power moved 🔹 Which wallets coordinated Nothing was hacked. The data was already public. Core problem: blockchains are transparent by default. Once data is public, privacy is permanently lost. Neptune Privacy exists because privacy must be built into the base layer, not added later.

Rad 📽️🏳️

31,302 次观看 • 8 个月前

REPORT: The IRS quietly obtained data from over 14,000 Coinbase (crypto) users without a warrant, including wallet addresses and transaction logs. Americans are now receiving threatening letters asking if they’d like to “come clean” on past filings. This is happening with no court order, and most users had no idea their information had been handed over. At the same time, a cloned version of Signal used by U.S. officials was hacked—proving once again that even so-called “encrypted” apps can’t be trusted. These aren’t isolated incidents. They’re part of a growing pattern: • Big Tech is handing over your data • Government agencies are watching everything • Even private crypto wallets and chats aren’t safe The message is clear: If you don’t control the hardware and hold your own keys, it’s not your data. Watch Hakeem Anwar break all this down. AD: That’s why Above Phone exists—to put you back in control. Their devices are built from the ground up for privacy, with no Big Tech components and zero hidden backdoors. You get encrypted messaging, private browsing, a VPN, and a search engine that doesn’t track you—all in one secure package with Above privacy suite. No surveillance, no forced updates, no one spying over your shoulder. Visit to break free from the control grid and reclaim your digital freedom today.
14:48

REPORT: The IRS quietly obtained data from over 14,000 Coinbase (crypto) users without a warrant, including wallet addresses and transaction logs. Americans are now receiving threatening letters asking if they’d like to “come clean” on past filings. This is happening with no court order, and most users had no idea their information had been handed over. At the same time, a cloned version of Signal used by U.S. officials was hacked—proving once again that even so-called “encrypted” apps can’t be trusted. These aren’t isolated incidents. They’re part of a growing pattern: • Big Tech is handing over your data • Government agencies are watching everything • Even private crypto wallets and chats aren’t safe The message is clear: If you don’t control the hardware and hold your own keys, it’s not your data. Watch Hakeem Anwar break all this down. AD: That’s why Above Phone exists—to put you back in control. Their devices are built from the ground up for privacy, with no Big Tech components and zero hidden backdoors. You get encrypted messaging, private browsing, a VPN, and a search engine that doesn’t track you—all in one secure package with Above privacy suite. No surveillance, no forced updates, no one spying over your shoulder. Visit to break free from the control grid and reclaim your digital freedom today.

The Vigilant Fox 🦊

213,673 次观看 • 1 年前

NEW EPISODE - Wall Street Wants Ethereum. Privacy Is the Bottleneck Institutions want to move onchain, but public-by-default finance still exposes too much. EthSystems co-founders Mo and oskarth join David Hoffman to break down why privacy may be Ethereum’s biggest institutional unlock, what banks and asset managers are actually asking for, and how private institutional rails could eventually plug into DeFi. CHAPTERS --- ETH Systems The Founders Institutional Privacy Real-World Use Cases From Bespoke to Scalable Building the Product Institutions Are Coming The Future of Institutional DeFi Privacy vs Transparency What Ethereum Can Do? Cypherpunks and Institutions
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NEW EPISODE - Wall Street Wants Ethereum. Privacy Is the Bottleneck Institutions want to move onchain, but public-by-default finance still exposes too much. EthSystems co-founders Mo and oskarth join David Hoffman to break down why privacy may be Ethereum’s biggest institutional unlock, what banks and asset managers are actually asking for, and how private institutional rails could eventually plug into DeFi. CHAPTERS --- ETH Systems The Founders Institutional Privacy Real-World Use Cases From Bespoke to Scalable Building the Product Institutions Are Coming The Future of Institutional DeFi Privacy vs Transparency What Ethereum Can Do? Cypherpunks and Institutions

Bankless

143,203 次观看 • 1 个月前

People don’t take it seriously when you say “blockchain privacy is solved.” But Zama 's FHE tech actually does solve it and I broke down one of the biggest breakthroughs in crypto in just 60 seconds. 🔐⚡ How can smart contracts run normally while the data stays fully encrypted? That’s exactly what this video explains. If you want to understand why Zama is getting so much hype, why everyone is collecting OG NFTs, and why FHE is becoming the next major meta, this one-minute video is worth your time. 🎥✨ If you find it helpful, hit RT so more people can finally learn how real onchain privacy works. 🙏🔥 Rand
1:11

People don’t take it seriously when you say “blockchain privacy is solved.” But Zama 's FHE tech actually does solve it and I broke down one of the biggest breakthroughs in crypto in just 60 seconds. 🔐⚡ How can smart contracts run normally while the data stays fully encrypted? That’s exactly what this video explains. If you want to understand why Zama is getting so much hype, why everyone is collecting OG NFTs, and why FHE is becoming the next major meta, this one-minute video is worth your time. 🎥✨ If you find it helpful, hit RT so more people can finally learn how real onchain privacy works. 🙏🔥 Rand

CNVR

35,090 次观看 • 10 个月前

Half an hour into the most recent Joe Rogan podcast, Joe and Matthew McConaughey imagined AI that could deeply understand you, learn from your private data, and give proactive support without sacrificing your privacy. AI that could know your favorite books, your personal information, even your thought patterns, and return insights to help you understand yourself better. They spoke of this like a vision for the future, but at LedgerAI, that future already exists. AuraVision is our private AI platform that keeps your data where it belongs, with you. •Your data is stored locally, not in the cloud. •You can ingest AuraVision with exquisite data about yourself or your company: your strategies, workflows, knowledge, and goals. • In return, AuraVision provides actionable advice and intelligence, turning your private information into secure, personal insights. Whether you are a doctor, lawyer, government body, a financial institution, or even Joe Rogan or Matthew McConaughey, AuraVision makes AI adoption real, practical, and secure, accessed via our native token, $LEDGER. The difference is simple: while others are still imagining, we’re already building. Train by day, AuraVision by night, all day! We’ve left a link to the episode in the replies, leave your thoughts!
1:30

Half an hour into the most recent Joe Rogan podcast, Joe and Matthew McConaughey imagined AI that could deeply understand you, learn from your private data, and give proactive support without sacrificing your privacy. AI that could know your favorite books, your personal information, even your thought patterns, and return insights to help you understand yourself better. They spoke of this like a vision for the future, but at LedgerAI, that future already exists. AuraVision is our private AI platform that keeps your data where it belongs, with you. •Your data is stored locally, not in the cloud. •You can ingest AuraVision with exquisite data about yourself or your company: your strategies, workflows, knowledge, and goals. • In return, AuraVision provides actionable advice and intelligence, turning your private information into secure, personal insights. Whether you are a doctor, lawyer, government body, a financial institution, or even Joe Rogan or Matthew McConaughey, AuraVision makes AI adoption real, practical, and secure, accessed via our native token, $LEDGER. The difference is simple: while others are still imagining, we’re already building. Train by day, AuraVision by night, all day! We’ve left a link to the episode in the replies, leave your thoughts!

AuraVision

1,547,923 次观看 • 1 年前

"You're BlackRock and you send JP Morgan money from one bank account to another. Would you want everybody to be able to see that?" "A lot of these chains, seeing the success of Canton and others, realize that institutions are not going to participate in crypto unless privacy is a given. Privacy, or we could even call it confidentiality in this case, like developing confidential transfers" "The problem with public blockchains is that you may not know it's my bank account and your bank account, but everybody can see where some money was sent, and with any decent onchain analysis, probably tie that to you. Institutions can't do that. The largest institutions on the planet need to know their transactions are completely confidential" "Ethereum Foundation researchers are launching an institutional grade privacy system called ETH Systems. They're developing confidential transfers, private bond issuance, privacy preserving identity, and confidential settlement systems designed specifically for institutional users"
1:18

"You're BlackRock and you send JP Morgan money from one bank account to another. Would you want everybody to be able to see that?" "A lot of these chains, seeing the success of Canton and others, realize that institutions are not going to participate in crypto unless privacy is a given. Privacy, or we could even call it confidentiality in this case, like developing confidential transfers" "The problem with public blockchains is that you may not know it's my bank account and your bank account, but everybody can see where some money was sent, and with any decent onchain analysis, probably tie that to you. Institutions can't do that. The largest institutions on the planet need to know their transactions are completely confidential" "Ethereum Foundation researchers are launching an institutional grade privacy system called ETH Systems. They're developing confidential transfers, private bond issuance, privacy preserving identity, and confidential settlement systems designed specifically for institutional users"

The Wolf Of All Streets

71,718 次观看 • 2 个月前

Tucker Carlson was shocked when ethical hacker Ryan Montgomery revealed that a Florida sheriff allegedly ran a data broker website that later got leaked. Ryan pulled up Tucker’s real signature from public records, tracked down his Harley transaction, old and new plate numbers, and explained how easy it is to piece together someone’s identity once their data is exposed. He said the “National Public Data” breach exposed around 2.8 billion records, meaning most Americans are probably in it multiple times with addresses, Social Security numbers, relatives, and more. Tucker joked about hiding his wealth in buried gold coins, but Ryan’s point was simple: If someone has enough of your personal data, they don’t need your bank password to ruin your life. They can impersonate you, open accounts, call utility companies pretending to be you, or even track down assets you thought were private.
2:26

Tucker Carlson was shocked when ethical hacker Ryan Montgomery revealed that a Florida sheriff allegedly ran a data broker website that later got leaked. Ryan pulled up Tucker’s real signature from public records, tracked down his Harley transaction, old and new plate numbers, and explained how easy it is to piece together someone’s identity once their data is exposed. He said the “National Public Data” breach exposed around 2.8 billion records, meaning most Americans are probably in it multiple times with addresses, Social Security numbers, relatives, and more. Tucker joked about hiding his wealth in buried gold coins, but Ryan’s point was simple: If someone has enough of your personal data, they don’t need your bank password to ruin your life. They can impersonate you, open accounts, call utility companies pretending to be you, or even track down assets you thought were private.

Ruzy.hl

135,527 次观看 • 4 个月前

Introducing the Next PROOF Launch! Macro launches on the 14th October 🚀 If you're thinking Macro is just another privacy browser, think again. Macro is your gateway to a robust privacy ecosystem, where your data, connections, and digital identity stay yours, always. Built from the ground up for both Web2 + Web3 users, Macro reimagines browsing with native privacy, intelligence, and security. No plugins, no telemetry, no tracking. It’s DeGoogled, private by default, and powered by an AI-native engine that protects and empowers the user every step of the way. Main Features (All built in. No plugins required) - Privacy Profiles: Distinct identities for work, degen, and personal use, each with separate cookies, wallets, and permissions. - Signing Sandbox: Intercepts connect & sign requests with plain-English decoding and policy checks. Undrainable by design. - Mesh P2P VPN: Peer-to-peer, verifiable routes with no centralized chokepoints. - Tab-Aware AI: Reads context, flags risks, and suggests safe actions, all locally. - Built-in E2EE Comms: Encrypted calls, messaging, and private file sharing Macro is building the foundation for private, intelligent, and secure browsing, all onchain. The future of browsing starts here. ⏰ Launch Date: Tuesday 14th October, 1PM UTC 🪙 Ticker: $MACRO ⛓️ Chain: ETH 🔔 Launch Alerts: ✨ Incubated by PROOF 📝 Socials and Docs Website: X: Macro Telegram: Docs: More project details on the way as we lead up to launch day, stay tuned 🔥
1:43

Introducing the Next PROOF Launch! Macro launches on the 14th October 🚀 If you're thinking Macro is just another privacy browser, think again. Macro is your gateway to a robust privacy ecosystem, where your data, connections, and digital identity stay yours, always. Built from the ground up for both Web2 + Web3 users, Macro reimagines browsing with native privacy, intelligence, and security. No plugins, no telemetry, no tracking. It’s DeGoogled, private by default, and powered by an AI-native engine that protects and empowers the user every step of the way. Main Features (All built in. No plugins required) - Privacy Profiles: Distinct identities for work, degen, and personal use, each with separate cookies, wallets, and permissions. - Signing Sandbox: Intercepts connect & sign requests with plain-English decoding and policy checks. Undrainable by design. - Mesh P2P VPN: Peer-to-peer, verifiable routes with no centralized chokepoints. - Tab-Aware AI: Reads context, flags risks, and suggests safe actions, all locally. - Built-in E2EE Comms: Encrypted calls, messaging, and private file sharing Macro is building the foundation for private, intelligent, and secure browsing, all onchain. The future of browsing starts here. ⏰ Launch Date: Tuesday 14th October, 1PM UTC 🪙 Ticker: $MACRO ⛓️ Chain: ETH 🔔 Launch Alerts: ✨ Incubated by PROOF 📝 Socials and Docs Website: X: Macro Telegram: Docs: More project details on the way as we lead up to launch day, stay tuned 🔥

PROOF

33,240 次观看 • 11 个月前

🚨 BREAKING: Houston is NOT Flocking Around, No means NO! 🚨 Two MORE Flock surveillance cameras were chopped down yesterday... that’s 4 destroyed in 3 days. Officials are PANICKING while the public floods tip lines with savage replies: “The cameras are succumbing to heat exhaustion.” 😂 What are Flock cameras? They’re not “just license plate readers.” They’re a massive private surveillance network that: - Records every vehicle passing by. - Stores your movements for 30+ days. (or longer) - Combines it with your personal data via their “Nova” platform. - Hands it all to police... and who knows who else... without a warrant. Houston just spent $869,000 on this. Did YOU vote for it? No. Did anyone? No. This is the Surveillance State rolling out in real time: - 4th Amendment? Ignored. - Privacy? Gone. - Your daily movements turned into a searchable database for government and God knows who. If these cameras are so great for “public safety,” why are cities hiding the contracts? When did we consent to being tracked like criminals everywhere we drive? How many more “upgrades” (audio, device tracking, facial recognition) are coming without our knowledge? Who really owns and profits from your location data? The Blade Runners are awake. Houston is showing the rest of America what resistance looks like. Tag your mayor. Tag your city council. Share this everywhere. The surveillance grid only wins if we stay silent. Your taxes are paying for your own enslavement. Defund the spy cams. Reclaim your freedom. Let me know what you think, and SHARE THIS so that others may too! And if you're not already following Noah B. Price... What the heck are you doing?!
2:31

🚨 BREAKING: Houston is NOT Flocking Around, No means NO! 🚨 Two MORE Flock surveillance cameras were chopped down yesterday... that’s 4 destroyed in 3 days. Officials are PANICKING while the public floods tip lines with savage replies: “The cameras are succumbing to heat exhaustion.” 😂 What are Flock cameras? They’re not “just license plate readers.” They’re a massive private surveillance network that: - Records every vehicle passing by. - Stores your movements for 30+ days. (or longer) - Combines it with your personal data via their “Nova” platform. - Hands it all to police... and who knows who else... without a warrant. Houston just spent $869,000 on this. Did YOU vote for it? No. Did anyone? No. This is the Surveillance State rolling out in real time: - 4th Amendment? Ignored. - Privacy? Gone. - Your daily movements turned into a searchable database for government and God knows who. If these cameras are so great for “public safety,” why are cities hiding the contracts? When did we consent to being tracked like criminals everywhere we drive? How many more “upgrades” (audio, device tracking, facial recognition) are coming without our knowledge? Who really owns and profits from your location data? The Blade Runners are awake. Houston is showing the rest of America what resistance looks like. Tag your mayor. Tag your city council. Share this everywhere. The surveillance grid only wins if we stay silent. Your taxes are paying for your own enslavement. Defund the spy cams. Reclaim your freedom. Let me know what you think, and SHARE THIS so that others may too! And if you're not already following Noah B. Price... What the heck are you doing?!

Noah B. Price

21,944 次观看 • 2 个月前

Private transactions between wallets now possible on Solana using ZERAs Private Cash Addresses. A closer look at last week’s MVP drop: Private P2P. Most "privacy" on Solana still falls back to withdraw-to-address (recipient + metadata leaks) or multi-step send flows that leave trails. Our P2P is different: one atomic in-pool transaction, the sender’s note is nullified, and two new encrypted notes are created, all inside the vault. No stepping out. No re-deposit choreography. Why it’s so hard to deanonymize: ✅ Your Private Cash Address has zero link to your Solana wallet: it’s an X25519 keypair derived from a wallet signature, and the public key becomes your private address. ✅ Notes are encrypted with NaCl box using a fresh ephemeral key every send, meaning even two payments to the same person looks unrelated. ✅ Recipients discover incoming notes via trial decryption, the chain never learns "who owns what." While we have immense respect for those building privacy on Solana, we are proud to be the first to achieve one-shot, in-pool P2P with full privacy. To our knowledge, this remains an industry first. This is the difference between hiding balances inside a pool and moving value privately between people. Note: Right now, the sender’s wallet still signs the private transaction, so on-chain you can see that a wallet performed a P2P action, but the amount and recipient remain private. The upcoming P2P Relayer removes that footprint too, completing the "cash-style" flow with no on-chain sender trace. What’s coming next: ✅ More assets: At least SOL + ZERA alongside USDC. ✅ P2P Relayer: A decentralized signing/relaying network that can submit transactions for you — enabling withdrawals with minimal linkage after the initial deposit, and removing the sender’s on-chain P2P footprint. Try it out in the ZERA Dashboard below ⤵️
0:43

Private transactions between wallets now possible on Solana using ZERAs Private Cash Addresses. A closer look at last week’s MVP drop: Private P2P. Most "privacy" on Solana still falls back to withdraw-to-address (recipient + metadata leaks) or multi-step send flows that leave trails. Our P2P is different: one atomic in-pool transaction, the sender’s note is nullified, and two new encrypted notes are created, all inside the vault. No stepping out. No re-deposit choreography. Why it’s so hard to deanonymize: ✅ Your Private Cash Address has zero link to your Solana wallet: it’s an X25519 keypair derived from a wallet signature, and the public key becomes your private address. ✅ Notes are encrypted with NaCl box using a fresh ephemeral key every send, meaning even two payments to the same person looks unrelated. ✅ Recipients discover incoming notes via trial decryption, the chain never learns "who owns what." While we have immense respect for those building privacy on Solana, we are proud to be the first to achieve one-shot, in-pool P2P with full privacy. To our knowledge, this remains an industry first. This is the difference between hiding balances inside a pool and moving value privately between people. Note: Right now, the sender’s wallet still signs the private transaction, so on-chain you can see that a wallet performed a P2P action, but the amount and recipient remain private. The upcoming P2P Relayer removes that footprint too, completing the "cash-style" flow with no on-chain sender trace. What’s coming next: ✅ More assets: At least SOL + ZERA alongside USDC. ✅ P2P Relayer: A decentralized signing/relaying network that can submit transactions for you — enabling withdrawals with minimal linkage after the initial deposit, and removing the sender’s on-chain P2P footprint. Try it out in the ZERA Dashboard below ⤵️

ZERA

36,632 次观看 • 6 个月前

Oracle just told every AI company on earth the same thing. Your models are worthless. Not the technology, talent or the billions spent training them. But the data they were trained on. Larry Ellison, the man who built Oracle into the backbone of global enterprise just dropped a bombshell. He said ChatGPT, Gemini, Grok, and Llama, all of them are training on the exact same data.​ The entire public internet, every Wikipedia page, Reddit thread and every news article. That means they're all converging essentially becoming the same product with different logos.​ Ellison's word for it is commodities. But here's where it gets dangerous. He says the real gold isn't public data, It's private data.​ The medical records in hospital systems, the financial data in bank vaults. The supply chain secrets of every Fortune 500 and guess where most of that data already lives. Not Google, Amazon or Microsoft but inside Oracle.​ Oracle databases hold most of the world's high value private enterprise data. So Oracle just launched something called AI Database 26ai.​ It lets the top AI models, ChatGPT, Gemini, Grok, Llama reason directly over a company's private data, without that data ever leaving the vault.​ They're using a technique called RAG, Retrieval Augmented Generation. The AI doesn't train on your data, it searches it in real time.​ Think about what that means. A bank could ask AI to analyze every loan it's ever made without exposing a single customer record. A hospital could have AI diagnose patients using its full medical history without violating HIPAA.​ A defense contractor could let AI reason across classified operations without data leaving a secure environment.​ Ellison is betting this is bigger than the training market. Bigger than the GPU boom. Bigger than the data center buildout.​ He called it the largest and fastest growing market in history.​ The numbers back the ambition. Oracle's remaining performance obligations just hit $523 billion. That's contracted revenue not yet delivered and $300 billion of it comes from OpenAI alone.​ Cloud revenue hit $8 billion in a single quarter, OCI grew 66 percent and GPU revenue surged 177 percent.​ But here's the part nobody's talking about. If private data becomes the real AI moat, then whoever controls the database controls the future of AI.​ And that's a level of power that should make everyone uncomfortable.
0:38

Oracle just told every AI company on earth the same thing. Your models are worthless. Not the technology, talent or the billions spent training them. But the data they were trained on. Larry Ellison, the man who built Oracle into the backbone of global enterprise just dropped a bombshell. He said ChatGPT, Gemini, Grok, and Llama, all of them are training on the exact same data.​ The entire public internet, every Wikipedia page, Reddit thread and every news article. That means they're all converging essentially becoming the same product with different logos.​ Ellison's word for it is commodities. But here's where it gets dangerous. He says the real gold isn't public data, It's private data.​ The medical records in hospital systems, the financial data in bank vaults. The supply chain secrets of every Fortune 500 and guess where most of that data already lives. Not Google, Amazon or Microsoft but inside Oracle.​ Oracle databases hold most of the world's high value private enterprise data. So Oracle just launched something called AI Database 26ai.​ It lets the top AI models, ChatGPT, Gemini, Grok, Llama reason directly over a company's private data, without that data ever leaving the vault.​ They're using a technique called RAG, Retrieval Augmented Generation. The AI doesn't train on your data, it searches it in real time.​ Think about what that means. A bank could ask AI to analyze every loan it's ever made without exposing a single customer record. A hospital could have AI diagnose patients using its full medical history without violating HIPAA.​ A defense contractor could let AI reason across classified operations without data leaving a secure environment.​ Ellison is betting this is bigger than the training market. Bigger than the GPU boom. Bigger than the data center buildout.​ He called it the largest and fastest growing market in history.​ The numbers back the ambition. Oracle's remaining performance obligations just hit $523 billion. That's contracted revenue not yet delivered and $300 billion of it comes from OpenAI alone.​ Cloud revenue hit $8 billion in a single quarter, OCI grew 66 percent and GPU revenue surged 177 percent.​ But here's the part nobody's talking about. If private data becomes the real AI moat, then whoever controls the database controls the future of AI.​ And that's a level of power that should make everyone uncomfortable.

StockMarket.News

1,697,090 次观看 • 7 个月前

GMiden everyone 🤟 In finance, one rule always holds: a business is only as secure as the data behind it. So when the Miden team talks about Practical Private Finance, its not marketing - its a new on-chain model that finally works in real-world conditions. What’s the core idea behind Miden approach? The breakthrough is client-side proving: all computation happens on the users device. Your phone or laptop generates a local ZK-STARK proof, and the network verifies only correctnes. No exposed balances, no leaked strategies, no unnecessary risks. The chain sees the proof, but never your local state. That’s what practical privacy looks like. This is the kind of privacy blockchains should have offered to banks, brokers, trading platforms, and institutions yaers ago. And now it becomes real: private smart contracts, private execution, full control over state, fast performance, and programmable confidentiality - all without sacrificing speed or scalability. Practical Private Finance from Miden isnt a plug-in on top of the EVM. Its a new financial architecture where offchain data, proof-based validation, and compliance-ready design work as a unified system. This is how on-chain finally returns to sanity where trust isnt a slogan, but cryptography. And that’s exactly what inspired todays non NFT crypto art with my unofficial Miden mascot. The art itself in good quality is in the quote under this postHope you enjoy it )) #Miden #ClientSideProving
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GMiden everyone 🤟 In finance, one rule always holds: a business is only as secure as the data behind it. So when the Miden team talks about Practical Private Finance, its not marketing - its a new on-chain model that finally works in real-world conditions. What’s the core idea behind Miden approach? The breakthrough is client-side proving: all computation happens on the users device. Your phone or laptop generates a local ZK-STARK proof, and the network verifies only correctnes. No exposed balances, no leaked strategies, no unnecessary risks. The chain sees the proof, but never your local state. That’s what practical privacy looks like. This is the kind of privacy blockchains should have offered to banks, brokers, trading platforms, and institutions yaers ago. And now it becomes real: private smart contracts, private execution, full control over state, fast performance, and programmable confidentiality - all without sacrificing speed or scalability. Practical Private Finance from Miden isnt a plug-in on top of the EVM. Its a new financial architecture where offchain data, proof-based validation, and compliance-ready design work as a unified system. This is how on-chain finally returns to sanity where trust isnt a slogan, but cryptography. And that’s exactly what inspired todays non NFT crypto art with my unofficial Miden mascot. The art itself in good quality is in the quote under this postHope you enjoy it )) #Miden #ClientSideProving

Konstantin

14,537 次观看 • 10 个月前