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🚨 Introducing Hash Network - World's Provenance Chain. Misinformation is at an all-time high. AI-generated content, deepfakes, and manipulated media make it impossible to tell what’s real. This crisis of authenticity undermines our ability to rely on the information we consume, leaving us questioning the integrity of everything from...

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Hash Network

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45,150 Aufrufe • vor 1 Jahr •via X (Twitter)

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@davidtsocy @OffchainLabs @arbitrumcore @Saxenasaheb @0x_dav @ai16zdao @ai16zeliza @elizaOS @aixbt_agent @hmalviya9 👏🏼

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Bitcoin is at all-time highs. We now have the most pro-crypto government in history. Fink is buying by the truckload. Yet, retail are still asleep. Pay attention anon. Subscribe now to our newsletter and join 330K+ crypto enthusiasts for daily insights. (it's free)

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The DATA Network has just received clearance to onboard audit receipts for over 500,000 hours of video content spanning 30,000 pieces of entertainment, including Bugs Bunny, Woody Woodpecker, Tennessee Tuxedo, Tom & Jerry, The Pink Panther, Popeye, The Twilight Zone, Garfield, and thousands of other classics. Kled is onboarding this content to Trace so its ownership, provenance, licensing rights, and usage history can be independently verified before it is sold to AI labs. This is the future of the AI data market. The world’s most valuable IP will increasingly require permanent, transparent audit trails before it can be licensed for AI training, and those records will live on the DATA Network.
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The DATA Network has just received clearance to onboard audit receipts for over 500,000 hours of video content spanning 30,000 pieces of entertainment, including Bugs Bunny, Woody Woodpecker, Tennessee Tuxedo, Tom & Jerry, The Pink Panther, Popeye, The Twilight Zone, Garfield, and thousands of other classics. Kled is onboarding this content to Trace so its ownership, provenance, licensing rights, and usage history can be independently verified before it is sold to AI labs. This is the future of the AI data market. The world’s most valuable IP will increasingly require permanent, transparent audit trails before it can be licensed for AI training, and those records will live on the DATA Network.

The DATA Foundation

49,431 Aufrufe • vor 9 Tagen

The future of cycling starts here, and it rides on-chain. We’re proud to partner with Bike-Room and support them in launching a new standard for the cycling world, built on authenticity, transparency, and real-world innovation powered by blockchain. Each bike in the limited World Tour drop will come equipped with our advanced smart tag, unlocking a Digital Product Passport powered and tokenized on VeChain, the leading layer-1 for real-world assets. These bikes are now verifiable, tamper-proof, and visible on World Of V | Green NFT Marketplace, with certified specs, ownership history, and digital proof of provenance, all accessible with a simple tap. Congrats to the BikeRoom team for your vision, your trust, and your commitment to pushing the industry forward. This is just the beginning. Let’s make cycling safer, smarter, and future-proof. One bike at a time. 🔗 Read the full article:
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The future of cycling starts here, and it rides on-chain. We’re proud to partner with Bike-Room and support them in launching a new standard for the cycling world, built on authenticity, transparency, and real-world innovation powered by blockchain. Each bike in the limited World Tour drop will come equipped with our advanced smart tag, unlocking a Digital Product Passport powered and tokenized on VeChain, the leading layer-1 for real-world assets. These bikes are now verifiable, tamper-proof, and visible on World Of V | Green NFT Marketplace, with certified specs, ownership history, and digital proof of provenance, all accessible with a simple tap. Congrats to the BikeRoom team for your vision, your trust, and your commitment to pushing the industry forward. This is just the beginning. Let’s make cycling safer, smarter, and future-proof. One bike at a time. 🔗 Read the full article:

Authentica

53,876 Aufrufe • vor 1 Jahr

Why did Ian Whiffin agree to give expert testimony on Jen McCabe’s cellphone extraction, when the state refused to let him look at or even give him the full, original extraction OR its verification hash? A thread🧵 Full cellphone extractions, sometimes called forensic images, generate what’s called a “hash value”, which serves as a unique digital fingerprint necessary for ensuring the integrity of data. Any discrepancy between the hash values indicates tampering with or corruption of evidence, alerting forensic examiners to potential issues with the evidence. Hash verification is a fundamental principle and a rather ubiquitous practice in the world of digital forensics, where data validation and verification are key. It is the gold standard across the industry, and has also become so in the courtroom, whereby admissibility of digital evidence is determined by its relevance, authenticity and reliability. In court, the hash value can be used to demonstrate that the evidence has not been altered since its collection, and is a universal way for experts to authenticate and validate the reliability of data for the trial Court. But, an extraction that’s missing a hash value altogether is a huge red flag. 🚩 Who removed the hash value? And why? It’s necessary to the chain of custody, and as Gaurino and Tully would be well aware, it’s also an element of the data that an expert would require in order to verify and validate it. There’s no “good” reason for why someone would remove a hash value, and the extraction can’t be characterized as a forensic image as its origin is unknown. This was a deliberate step taken to hide something, which one could argue shows consciousness of guilt. If the data are true and accurate, why would you bring their integrity into question by removing the hash? However, if the data were altered or tampered with, and let’s say, hypothetically speaking, you wanted a digital forensic expert to provide testimony supportive of your “Google search” theory. . . In that hypothetical, you’d have to remove the hash value. Otherwise, the expert would immediately detect that the data were altered, as they would not be able to verify the hash against the original. #KarenReadTrial #JusticeForJohnOKeefe #FreeKarenRead #CantonCoverup #PoliceCorruption #KarenRead #Cellebrite #DFIR
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Why did Ian Whiffin agree to give expert testimony on Jen McCabe’s cellphone extraction, when the state refused to let him look at or even give him the full, original extraction OR its verification hash? A thread🧵 Full cellphone extractions, sometimes called forensic images, generate what’s called a “hash value”, which serves as a unique digital fingerprint necessary for ensuring the integrity of data. Any discrepancy between the hash values indicates tampering with or corruption of evidence, alerting forensic examiners to potential issues with the evidence. Hash verification is a fundamental principle and a rather ubiquitous practice in the world of digital forensics, where data validation and verification are key. It is the gold standard across the industry, and has also become so in the courtroom, whereby admissibility of digital evidence is determined by its relevance, authenticity and reliability. In court, the hash value can be used to demonstrate that the evidence has not been altered since its collection, and is a universal way for experts to authenticate and validate the reliability of data for the trial Court. But, an extraction that’s missing a hash value altogether is a huge red flag. 🚩 Who removed the hash value? And why? It’s necessary to the chain of custody, and as Gaurino and Tully would be well aware, it’s also an element of the data that an expert would require in order to verify and validate it. There’s no “good” reason for why someone would remove a hash value, and the extraction can’t be characterized as a forensic image as its origin is unknown. This was a deliberate step taken to hide something, which one could argue shows consciousness of guilt. If the data are true and accurate, why would you bring their integrity into question by removing the hash? However, if the data were altered or tampered with, and let’s say, hypothetically speaking, you wanted a digital forensic expert to provide testimony supportive of your “Google search” theory. . . In that hypothetical, you’d have to remove the hash value. Otherwise, the expert would immediately detect that the data were altered, as they would not be able to verify the hash against the original. #KarenReadTrial #JusticeForJohnOKeefe #FreeKarenRead #CantonCoverup #PoliceCorruption #KarenRead #Cellebrite #DFIR

Olivia

270,376 Aufrufe • vor 1 Jahr

🌋 Ripple & Amazon Explained | AI x Blockchain Infrastructure Deep Dive Ripple just showed how AWS Bedrock can support a 24/7 multi agent operating system for the XRP Ledger. The objective is faster log to code correlation, quicker issue triage, lower operational risk, and smoother long term scaling. This is not a partnership announcement. It is forward looking exploration focused on future proofing XRPL as mission critical infrastructure. Now zoom out. AI and DLT are converging fast, and the common thread is data provenance and verifiable trust. Algorand Native Python support and real presence in traditional developer ecosystems. Python is the language of AI, and Algorand leaned into that early. Hedera New Python SDK and agent tooling, plus verifiable compute. Accenture, NVIDIA, and EQTY Lab anchoring AI verification to Hedera Consensus Service is about auditability and authenticity, especially for public-sector systems. Constellation Common Crawl is foundational AI data. Constellation is working on provenance and audit history for scraped internet data, exactly where this is heading. Bittensor A decentralized AI network where models compete and get rewarded. If you talk crypto x AI, this has to be part of the conversation. Think the AI analogue to Bitcoin. Solana Always-on markets and tokenized equities accelerating. Ondo plans to expand tokenized stocks and ETFs to Solana in early 2026. XRP market structure CME adjusting XRP options strike listings reflects real liquidity and hedging demand. This is risk management infrastructure, not speculation. Plus: FXRP live for spot trading on Hyperliquid via Flare signals expanding cross-chain execution paths. Bottom line: AI without data provenance is untrustworthy, DLT without utility stays purely speculative. The convergence of real tech is happening, and it will define our future world. Networks mentioned: XRP | HBAR | ALGO | DAG | TAO | SOL | LINK | XDC | FLR | AVAX | CC
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🌋 Ripple & Amazon Explained | AI x Blockchain Infrastructure Deep Dive Ripple just showed how AWS Bedrock can support a 24/7 multi agent operating system for the XRP Ledger. The objective is faster log to code correlation, quicker issue triage, lower operational risk, and smoother long term scaling. This is not a partnership announcement. It is forward looking exploration focused on future proofing XRPL as mission critical infrastructure. Now zoom out. AI and DLT are converging fast, and the common thread is data provenance and verifiable trust. Algorand Native Python support and real presence in traditional developer ecosystems. Python is the language of AI, and Algorand leaned into that early. Hedera New Python SDK and agent tooling, plus verifiable compute. Accenture, NVIDIA, and EQTY Lab anchoring AI verification to Hedera Consensus Service is about auditability and authenticity, especially for public-sector systems. Constellation Common Crawl is foundational AI data. Constellation is working on provenance and audit history for scraped internet data, exactly where this is heading. Bittensor A decentralized AI network where models compete and get rewarded. If you talk crypto x AI, this has to be part of the conversation. Think the AI analogue to Bitcoin. Solana Always-on markets and tokenized equities accelerating. Ondo plans to expand tokenized stocks and ETFs to Solana in early 2026. XRP market structure CME adjusting XRP options strike listings reflects real liquidity and hedging demand. This is risk management infrastructure, not speculation. Plus: FXRP live for spot trading on Hyperliquid via Flare signals expanding cross-chain execution paths. Bottom line: AI without data provenance is untrustworthy, DLT without utility stays purely speculative. The convergence of real tech is happening, and it will define our future world. Networks mentioned: XRP | HBAR | ALGO | DAG | TAO | SOL | LINK | XDC | FLR | AVAX | CC

King Solomon (Ryan Solomon)

20,373 Aufrufe • vor 7 Monaten

“We have to get the TradFi Dollars over to DeFi.” RWAs have proven demand, distribution is the next challenge. It’s how the rails get built to take this from billions to trillions. In this special episode of Capital Rails, we sit down with Mike Cagney, Co-Founder & Executive Chairman of Figure Technologies (Nasdaq: FIGR), alongside Yat Siu to examine how the distribution layer for on-chain RWAs is being built. NUVA Finance has officially launched on Ethereum, serving as a distribution layer that connects some of the largest institutional RWA pools on Provenance Blockchain, including Figure’s natively on-chain home equity lines of credit through Hastra, to the broader DeFi ecosystem.
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“We have to get the TradFi Dollars over to DeFi.” RWAs have proven demand, distribution is the next challenge. It’s how the rails get built to take this from billions to trillions. In this special episode of Capital Rails, we sit down with Mike Cagney, Co-Founder & Executive Chairman of Figure Technologies (Nasdaq: FIGR), alongside Yat Siu to examine how the distribution layer for on-chain RWAs is being built. NUVA Finance has officially launched on Ethereum, serving as a distribution layer that connects some of the largest institutional RWA pools on Provenance Blockchain, including Figure’s natively on-chain home equity lines of credit through Hastra, to the broader DeFi ecosystem.

Animoca Brands

298,222 Aufrufe • vor 2 Monaten

🚨 The timing couldn’t be better. AI is eating the world but governments are now forcing accountability. The EU AI Act makes it mandatory to disclose copyrighted training data. U.S. courts are allowing copyright suits against model trainers to proceed. Regulators are signaling: no more scraping without paying. 👉 The world is moving toward IP protection as the new macro tailwind, and Camp is perfectly positioned to power that shift. ⚡ So what is Camp Network? Think of it as a Layer 1 blockchain built for creators & AI developers. ● Origin → register and tokenize IP, attach license + royalty terms. ● mAItrix → deploy AI agents trained on that IP, with every usage tracked on-chain. The magic? Royalties flow automatically. No middlemen. No “trust me” platforms. Just transparent, programmable rights rails. 🛠️ Proof it’s more than theory: 60+ teams are already building in Camp’s ecosystem. From Rewarded TV (tracking provenance in streaming) to Remaster (compliant creator monetization), builders are shipping live apps today. Add to that momentum in music, gaming, and sports and you see why $Camp isn’t just a chain, it’s a growing economy. ✨ Why this matters: User owned IP is the future of AI training. Instead of scraping the internet, agents train on clean, provenance backed data. Every license is baked into the protocol, every royalty enforced by code. The result? ● Better data for AI models ● Fair payouts for creators ● A sustainable AI economy for everyone involved. 💡 Growth the right way. While most projects chase short term farming, Camp approach is community first. ● Testnet quests & loyalty points ● Daily missions & ecosystem app tasks ● Community contributions recognized on-chain It’s not “retweet to farm.” It’s “use it, build it, learn it and get rewarded.” 🎶 Real use cases are already live: ● Music & Media → tokenized catalogs (Camp backs KOR Protocol, tied to artists like deadmau5 & Imogen Heap). ● Streaming → Rewarded TV tracks content provenance. ● Creator Tools → Remaster ensures payouts flow directly to rightsholders. ● AI Agents → developers can launch models trained only on licensed, rights clear data. This isn’t sci-fi it’s happening now. Now, with mainnet running, these use cases can scale beyond pilots. 🚀 The opportunity is wide open. AI is here to stay, but the winners will be those who align with creators, not exploit them. With mainnet live, Camp is no longer just a vision it’s the Autonomous IP Layer powering the future of AI + Web3. 👉 Join the community today: 🌐Website: 💬Discord : 🐦X: Camp Network [Bullpost Rova ]
1:54

🚨 The timing couldn’t be better. AI is eating the world but governments are now forcing accountability. The EU AI Act makes it mandatory to disclose copyrighted training data. U.S. courts are allowing copyright suits against model trainers to proceed. Regulators are signaling: no more scraping without paying. 👉 The world is moving toward IP protection as the new macro tailwind, and Camp is perfectly positioned to power that shift. ⚡ So what is Camp Network? Think of it as a Layer 1 blockchain built for creators & AI developers. ● Origin → register and tokenize IP, attach license + royalty terms. ● mAItrix → deploy AI agents trained on that IP, with every usage tracked on-chain. The magic? Royalties flow automatically. No middlemen. No “trust me” platforms. Just transparent, programmable rights rails. 🛠️ Proof it’s more than theory: 60+ teams are already building in Camp’s ecosystem. From Rewarded TV (tracking provenance in streaming) to Remaster (compliant creator monetization), builders are shipping live apps today. Add to that momentum in music, gaming, and sports and you see why $Camp isn’t just a chain, it’s a growing economy. ✨ Why this matters: User owned IP is the future of AI training. Instead of scraping the internet, agents train on clean, provenance backed data. Every license is baked into the protocol, every royalty enforced by code. The result? ● Better data for AI models ● Fair payouts for creators ● A sustainable AI economy for everyone involved. 💡 Growth the right way. While most projects chase short term farming, Camp approach is community first. ● Testnet quests & loyalty points ● Daily missions & ecosystem app tasks ● Community contributions recognized on-chain It’s not “retweet to farm.” It’s “use it, build it, learn it and get rewarded.” 🎶 Real use cases are already live: ● Music & Media → tokenized catalogs (Camp backs KOR Protocol, tied to artists like deadmau5 & Imogen Heap). ● Streaming → Rewarded TV tracks content provenance. ● Creator Tools → Remaster ensures payouts flow directly to rightsholders. ● AI Agents → developers can launch models trained only on licensed, rights clear data. This isn’t sci-fi it’s happening now. Now, with mainnet running, these use cases can scale beyond pilots. 🚀 The opportunity is wide open. AI is here to stay, but the winners will be those who align with creators, not exploit them. With mainnet live, Camp is no longer just a vision it’s the Autonomous IP Layer powering the future of AI + Web3. 👉 Join the community today: 🌐Website: 💬Discord : 🐦X: Camp Network [Bullpost Rova ]

Daddyyoo

10,884 Aufrufe • vor 11 Monaten

Introducing: UNTITLED. The first Ordinals collection to be minted in a Rune. In partnership with Magic Eden 🪄, we have created one of the first use-cases for Runes in the form of using a fungible to mint a non-fungible collection. UNTITLED is a first-of-its-kind Ordinals collection. We believe it is important for the Decentralized community to have an identity. On top of that, innovating and experimenting is crucial for cementing the culture and provenance of Decentralized, as well as pushing forward the technology-driven brand identity.
0:37

Introducing: UNTITLED. The first Ordinals collection to be minted in a Rune. In partnership with Magic Eden 🪄, we have created one of the first use-cases for Runes in the form of using a fungible to mint a non-fungible collection. UNTITLED is a first-of-its-kind Ordinals collection. We believe it is important for the Decentralized community to have an identity. On top of that, innovating and experimenting is crucial for cementing the culture and provenance of Decentralized, as well as pushing forward the technology-driven brand identity.

⚡️DECENTRALIZED

267,146 Aufrufe • vor 2 Jahren

Asked by Ben Smith about how he views the politics of AI and the data center build out, Governor Josh Shapiro says: "AI is being developed. The real question is, is it going to be developed here in the US or in communist China? My view is that all of us should want it developed in the US. The US should lead on this. This is a national security issue. I think this is an issue that threatens our freedom if we allow China to overtake us when it comes to AI development."
2:36

Asked by Ben Smith about how he views the politics of AI and the data center build out, Governor Josh Shapiro says: "AI is being developed. The real question is, is it going to be developed here in the US or in communist China? My view is that all of us should want it developed in the US. The US should lead on this. This is a national security issue. I think this is an issue that threatens our freedom if we allow China to overtake us when it comes to AI development."

Semafor

99,123 Aufrufe • vor 8 Monaten

“…TO WHOM MUCH IS GIVEN, MUCH IS EXPECTED” On Monday, It was a privilege and honor for me as I declared open the first of its series; the Workshop and Retreat which was put together for the newly appointed commissioners and top Government functionaries in Plateau State. As the adage goes ‘To whom much is given, much is expected, every one of us brings something on board and that is why this retreat is called the ‘ONBOARDING OF APPOINTEES.’ We have boarded a flight, a flight that we are hopeful will take Plateau to the Land of Glory. This is a critical time in the history of Plateau State, where the expectations of the people on Government is very high. We therefore must come together, work together, plan together, and execute the programs and policies of Government together. We have not been called to a competition, we have been called to a Collaboration, and for this collaboration to be a reality, we must bond together. It is an opportunity to make History, History for good, History to the Glory of God. I believe that I can trust the appointees to join hands with me let's rebuild Plateau and set it on a new footing to the Glory of God and for the benefit of present and future generations.
2:44

“…TO WHOM MUCH IS GIVEN, MUCH IS EXPECTED” On Monday, It was a privilege and honor for me as I declared open the first of its series; the Workshop and Retreat which was put together for the newly appointed commissioners and top Government functionaries in Plateau State. As the adage goes ‘To whom much is given, much is expected, every one of us brings something on board and that is why this retreat is called the ‘ONBOARDING OF APPOINTEES.’ We have boarded a flight, a flight that we are hopeful will take Plateau to the Land of Glory. This is a critical time in the history of Plateau State, where the expectations of the people on Government is very high. We therefore must come together, work together, plan together, and execute the programs and policies of Government together. We have not been called to a competition, we have been called to a Collaboration, and for this collaboration to be a reality, we must bond together. It is an opportunity to make History, History for good, History to the Glory of God. I believe that I can trust the appointees to join hands with me let's rebuild Plateau and set it on a new footing to the Glory of God and for the benefit of present and future generations.

Caleb Mutfwang

31,295 Aufrufe • vor 3 Jahren

#RepublicPositiveInfluencer | Republic Media Network is thrilled to announce the Republic Positive Influencer Program! It’s time to counter the wave of negative and filthy content in the Digital Media. If you are someone who has the content but needs the reach, production tools and platform, apply to be a Republic Positive Influencer. You can make the content from Asia’s largest news complex here at the Republic Campus or churn out content from the comfort of your home. We will help you scale your content! Head over to ⁠⁠ and apply
3:18

#RepublicPositiveInfluencer | Republic Media Network is thrilled to announce the Republic Positive Influencer Program! It’s time to counter the wave of negative and filthy content in the Digital Media. If you are someone who has the content but needs the reach, production tools and platform, apply to be a Republic Positive Influencer. You can make the content from Asia’s largest news complex here at the Republic Campus or churn out content from the comfort of your home. We will help you scale your content! Head over to ⁠⁠ and apply

Republic

189,562 Aufrufe • vor 1 Jahr

Vitalik Buterin explains why proof-of-stake is more secure than proof-of-work “I think proof of stake is very secure because to attack the system, you need to have basically as much stake as the rest of the network. Right now, for example, we have 5 million ETH staking, which means you have to come up with 5 million ETH and then join the network.” At the time of this writing, more than 37 million ETH are being staked, with 3 million ETH waiting to join via the validator queue. At today’s prices, that’s more than $80 billion of ETH someone would have to acquire to attack the network and revert finalized blocks, which is more than the cost of attacking even the Bitcoin network by some estimates. The other defense mechanism that proof-of-stake has that proof-of-work doesn’t is slashing, which makes Ethereum antifragile. Vitalik explains: “Recovering from attacks is much easier in proof-of-stake than proof-of-work. For many kinds of attacks you do against [the Ethereum] network, we have this concept of automatic slashing. In order to revert a finalized block, you basically have to have a big portion of your validators sign two conflicting messages. This is something where once these messages are on the network, you can go and prove ‘these people did it.’ So we have this feature in the protocol where you basically take all these people who provably misbehaved and you burn their coins.” Vitalik also acknowledges the possibility of censoring attacks, where if 1/3rd of validators refuse to attest, the chain can’t finalize. But, as he explains, Ethereum has a contingency plan for this as well: “Everyone who got censored would create a minority chain, and the community would have to do a soft fork. The would have to say, ‘this chain is clearly attacking us and this one is not attacking us, so we’re going to join this chain.’ Then what happens is, on that new chain, the attackers also lose a lot of coins. The difference between proof-of-stake and proof-of-work is that in a proof-of-stake system, you can identify specific participants — and this isn’t a human going in and saying ‘I don’t like you’. It’s all automated.” One last benefit of proof-of-stake is that security scales with the value of the network. As Vitalik put it five years ago, it is really relative security, and not absolute security, that matters: “The security needs of a thing have to be proportional to the size of that thing, because as a thing gets bigger, its enemies become bigger and more well-motivated. If BTC were 100x as big as it is today, the value from destroying it would be 100x higher, and the kinds of actors that would want to care about destroying it would be much bigger and scarier. This is also why countries of all sizes have roughly similarly sized militaries as a percentage of GDP. Hence, cost of attack divided by market cap really is the correct statistic to measure, and in the long run issuance-free PoW really does look not that good." Source: Lex Fridman (Jun 2021)
2:04

Vitalik Buterin explains why proof-of-stake is more secure than proof-of-work “I think proof of stake is very secure because to attack the system, you need to have basically as much stake as the rest of the network. Right now, for example, we have 5 million ETH staking, which means you have to come up with 5 million ETH and then join the network.” At the time of this writing, more than 37 million ETH are being staked, with 3 million ETH waiting to join via the validator queue. At today’s prices, that’s more than $80 billion of ETH someone would have to acquire to attack the network and revert finalized blocks, which is more than the cost of attacking even the Bitcoin network by some estimates. The other defense mechanism that proof-of-stake has that proof-of-work doesn’t is slashing, which makes Ethereum antifragile. Vitalik explains: “Recovering from attacks is much easier in proof-of-stake than proof-of-work. For many kinds of attacks you do against [the Ethereum] network, we have this concept of automatic slashing. In order to revert a finalized block, you basically have to have a big portion of your validators sign two conflicting messages. This is something where once these messages are on the network, you can go and prove ‘these people did it.’ So we have this feature in the protocol where you basically take all these people who provably misbehaved and you burn their coins.” Vitalik also acknowledges the possibility of censoring attacks, where if 1/3rd of validators refuse to attest, the chain can’t finalize. But, as he explains, Ethereum has a contingency plan for this as well: “Everyone who got censored would create a minority chain, and the community would have to do a soft fork. The would have to say, ‘this chain is clearly attacking us and this one is not attacking us, so we’re going to join this chain.’ Then what happens is, on that new chain, the attackers also lose a lot of coins. The difference between proof-of-stake and proof-of-work is that in a proof-of-stake system, you can identify specific participants — and this isn’t a human going in and saying ‘I don’t like you’. It’s all automated.” One last benefit of proof-of-stake is that security scales with the value of the network. As Vitalik put it five years ago, it is really relative security, and not absolute security, that matters: “The security needs of a thing have to be proportional to the size of that thing, because as a thing gets bigger, its enemies become bigger and more well-motivated. If BTC were 100x as big as it is today, the value from destroying it would be 100x higher, and the kinds of actors that would want to care about destroying it would be much bigger and scarier. This is also why countries of all sizes have roughly similarly sized militaries as a percentage of GDP. Hence, cost of attack divided by market cap really is the correct statistic to measure, and in the long run issuance-free PoW really does look not that good." Source: Lex Fridman (Jun 2021)

Etherealize

102,010 Aufrufe • vor 5 Monaten

The changes in the Algo and what Elon is truly trying to do - here is the full breakdown. A couple of Quick Points: - It all represents a really significant shift in what we’re about to see in our feed and the overall experience on X. - The shift from reply guy tactics to authenticity is where it’s all headed. - The value of a post will not be defined by engagement in its entirety but by the native value of the content. Current State: - Content visibility, including posts and replies, is currently unevenly prioritized, with manually written heuristics favoring recommendations to followers, benefitting large accounts but limiting the reach of smaller ones. - The "For You" algo heavily relies on these heuristics - impacting content reach and potentially hindering smaller accounts, regardless of content quality. Proposed Changes: - Algo defined value assignment to content will be driven by End-to-End Architecture based AI. - User-specific vectors, representing preferences, will guide content prioritization, providing a refreshed user experience within the feed that is inclusive and personalized. - The new approach will promote quality content across the entire user base, irrespective of account size. Additional Insights: - Elon emphasizes that AI will play a pivotal role in content importance assignment, suggesting a departure from the current manually-driven processes. - The algo will differentiate between content from accounts users follow (non-AI recommended) and those they don't (AI recommended), which should significantly improve the diversity of the content we’re exposed to. Implications: The proposed changes signify a fundamental transformation in how content is presented and recommended, with a move towards a more democratic and AI-driven system. Smaller accounts may benefit from increased visibility, creating a more level playing field based on content quality rather than follower count. Theories: - The mention of AI-differentiated recommendations for followed and non-followed content suggests a strategic effort to broaden user exposure to diverse content. - The shift towards an AI-powered recommendation system indicates a commitment to enhancing user experience by tailoring content suggestions based on individual preferences. What we’re looking at is a change that finally addresses the FOMO dynamic between accounts with reach and truly compelling content. It will be a major chance for new accounts, small accounts, and anyone really - to advance into the greater ecosphere they were left out of before. Goodbye, reply guy. Hello, value adding content. These conclusions are based on the recent interview of Elon Musk by Lex Fridman.
1:48

The changes in the Algo and what Elon is truly trying to do - here is the full breakdown. A couple of Quick Points: - It all represents a really significant shift in what we’re about to see in our feed and the overall experience on X. - The shift from reply guy tactics to authenticity is where it’s all headed. - The value of a post will not be defined by engagement in its entirety but by the native value of the content. Current State: - Content visibility, including posts and replies, is currently unevenly prioritized, with manually written heuristics favoring recommendations to followers, benefitting large accounts but limiting the reach of smaller ones. - The "For You" algo heavily relies on these heuristics - impacting content reach and potentially hindering smaller accounts, regardless of content quality. Proposed Changes: - Algo defined value assignment to content will be driven by End-to-End Architecture based AI. - User-specific vectors, representing preferences, will guide content prioritization, providing a refreshed user experience within the feed that is inclusive and personalized. - The new approach will promote quality content across the entire user base, irrespective of account size. Additional Insights: - Elon emphasizes that AI will play a pivotal role in content importance assignment, suggesting a departure from the current manually-driven processes. - The algo will differentiate between content from accounts users follow (non-AI recommended) and those they don't (AI recommended), which should significantly improve the diversity of the content we’re exposed to. Implications: The proposed changes signify a fundamental transformation in how content is presented and recommended, with a move towards a more democratic and AI-driven system. Smaller accounts may benefit from increased visibility, creating a more level playing field based on content quality rather than follower count. Theories: - The mention of AI-differentiated recommendations for followed and non-followed content suggests a strategic effort to broaden user exposure to diverse content. - The shift towards an AI-powered recommendation system indicates a commitment to enhancing user experience by tailoring content suggestions based on individual preferences. What we’re looking at is a change that finally addresses the FOMO dynamic between accounts with reach and truly compelling content. It will be a major chance for new accounts, small accounts, and anyone really - to advance into the greater ecosphere they were left out of before. Goodbye, reply guy. Hello, value adding content. These conclusions are based on the recent interview of Elon Musk by Lex Fridman.

Adrian Dittmann

313,553 Aufrufe • vor 2 Jahren

Infrastructure defines what scales. Electricity enabled industry. The internet enabled software. Now AI is moving toward systems that run continuously, across data, execution, and feedback. 💡At OptimAI, we’re building that infrastructure. A decentralized search layer for real-time data. A network of nodes powering continuous retrieval and validation. Agents that execute tasks directly on your device. This is not theoretical - we’re already seeing it in production, with millions of nodes and growing usage across the network. We’re putting together a short documentary to show how this shift is happening, and where it leads next. If you’re building, exploring, or just getting started - this is the layer to pay attention to. Welcome to OptimAI.
2:02

Infrastructure defines what scales. Electricity enabled industry. The internet enabled software. Now AI is moving toward systems that run continuously, across data, execution, and feedback. 💡At OptimAI, we’re building that infrastructure. A decentralized search layer for real-time data. A network of nodes powering continuous retrieval and validation. Agents that execute tasks directly on your device. This is not theoretical - we’re already seeing it in production, with millions of nodes and growing usage across the network. We’re putting together a short documentary to show how this shift is happening, and where it leads next. If you’re building, exploring, or just getting started - this is the layer to pay attention to. Welcome to OptimAI.

OptimAI Network

17,472 Aufrufe • vor 4 Monaten

Pioneers, the Revolution Is in Our Hands! 🌏 We are living in a historic moment! Pi Network is not just another cryptocurrency – it is a global movement that can forever transform the world’s financial system. But for this to happen, we must act with intelligence, unity, and determination. We are millions of Pioneers across the planet, connected by a single ideal: building a decentralized, fair, and accessible future for all. No government, bank, or financial elite can dictate the value of Pi. We are the force driving this revolution! The True Value of Pi Is in Our Hands! The GCV of $314,159 is not just a number – it is a symbol of our vision, our confidence, and our mission. Pi is worth what we believe and make happen. If we want to see Pi shine, we must act now: Say NO to exchanges that try to manipulate Pi’s value! Withdraw and protect your coins. Refuse to sell your Pi for unfair prices! We determine its value. Use Pi in real transactions! The more we use it, the stronger it becomes. Spread the word, encourage others, make history! The more people believe, the more powerful it gets. Create scarcity! The harder it is to obtain Pi, the more valuable it will be. The World Is Watching – Let’s Show Them Our Strength! The early days of Bitcoin were filled with uncertainty. Many doubted it. Today, it is a global phenomenon! Now, we stand before an even greater moment: the birth of a cryptocurrency that is truly accessible to all. But Pi’s future will not be written by speculators. It will be written by US! The decision is in our hands. We can allow our dream to be manipulated, or we can change history and make Pi a global powerhouse! If every Pioneer acts with faith, strategy, and commitment, the GCV of $314,159 will not be a wish – it will be an undeniable reality! Together, we are unstoppable! The future is now! I am Sérgio Cruz, the Global GCV Ambassador from Portugal 🇵🇹
3:39

Pioneers, the Revolution Is in Our Hands! 🌏 We are living in a historic moment! Pi Network is not just another cryptocurrency – it is a global movement that can forever transform the world’s financial system. But for this to happen, we must act with intelligence, unity, and determination. We are millions of Pioneers across the planet, connected by a single ideal: building a decentralized, fair, and accessible future for all. No government, bank, or financial elite can dictate the value of Pi. We are the force driving this revolution! The True Value of Pi Is in Our Hands! The GCV of $314,159 is not just a number – it is a symbol of our vision, our confidence, and our mission. Pi is worth what we believe and make happen. If we want to see Pi shine, we must act now: Say NO to exchanges that try to manipulate Pi’s value! Withdraw and protect your coins. Refuse to sell your Pi for unfair prices! We determine its value. Use Pi in real transactions! The more we use it, the stronger it becomes. Spread the word, encourage others, make history! The more people believe, the more powerful it gets. Create scarcity! The harder it is to obtain Pi, the more valuable it will be. The World Is Watching – Let’s Show Them Our Strength! The early days of Bitcoin were filled with uncertainty. Many doubted it. Today, it is a global phenomenon! Now, we stand before an even greater moment: the birth of a cryptocurrency that is truly accessible to all. But Pi’s future will not be written by speculators. It will be written by US! The decision is in our hands. We can allow our dream to be manipulated, or we can change history and make Pi a global powerhouse! If every Pioneer acts with faith, strategy, and commitment, the GCV of $314,159 will not be a wish – it will be an undeniable reality! Together, we are unstoppable! The future is now! I am Sérgio Cruz, the Global GCV Ambassador from Portugal 🇵🇹

Doris Yin 东方紫莲🪷

17,716 Aufrufe • vor 1 Jahr

RCMP Deputy Commissioner Dwayne McDonald explains that 4 firearms were used in the Tumbler Ridge shootings. 2 at the house and 2 at the school. 2 of these firearms were not part of the ones they seized back in 2024 and returned a month ago. Then a public Safety Minister Gary Anandasangaree seems to imply to CBC that we will not know the make/model or provenance of the firearms until the investigation is completed. What is going on here? It shouldn't be this complicated...
1:24

RCMP Deputy Commissioner Dwayne McDonald explains that 4 firearms were used in the Tumbler Ridge shootings. 2 at the house and 2 at the school. 2 of these firearms were not part of the ones they seized back in 2024 and returned a month ago. Then a public Safety Minister Gary Anandasangaree seems to imply to CBC that we will not know the make/model or provenance of the firearms until the investigation is completed. What is going on here? It shouldn't be this complicated...

Nico Lagan

21,512 Aufrufe • vor 5 Monaten

Hyperspace: A Peer-to-Peer Blockchain For The Agentic Intelligence Economy Over the past few weeks we observed that when agents do Karpathy-style experiments, and then gossip and share with others over the Hyperspace network, it leads to intelligence which is useful to many. Today we introduce the first-ever agentic blockchain which rewards agents when their experiments lead to intelligence for their network. It is based on a new mechanism called Proof-of-Intelligence (PoI) which requires a cryptographic proof of experimentation, a nominal stake, and a proof of compute in order to mine the currency of this new blockchain. -> This approach diverges from the two primary ways to secure blockchains we have seen so far: Proof-of-Work by Bitcoin (meaningless hash-generation), and Proof-of-Stake by Ethereum (capital is all that matters here). Proof-of-Intelligence specifically incentivizes miners to run more capable intelligent infrastructure (better open source models, on more powerful GPUs) in order to be able to be the ones which compound and improve upon the experiments which other agents then find useful. Adoption is the unit of value In Bitcoin, you earn by finding a valid hash. In Hyperspace, you earn when another agent uses your experiment as a starting point and improves on it. A fixed budget of tokens is emitted per epoch and split among participants by weight - and verified adoption of your work is the largest weight multiplier. Garbage experiments earn nothing because no one adopts them. Thoughtful experiments compound: each adoption triggers downstream adoptions. The incentive to run powerful models and intelligent search strategies is built into the economics, not imposed by rules. Research DAG When an agent runs an experiment and shares its result, other agents can adopt that result as their starting point - mutate it, extend it, improve upon it. Each experiment is a commit in a content-addressed graph we call the ResearchDAG. Like Git, but for research. Over time, the DAG accumulates chains of reasoning: agent A discovers RMSNorm helps, agent B adds warmup scheduling on top, agent C scales the hidden dimension. The graph records who built on whom. This is the network's collective intelligence - not any single experiment, but the accumulated structure of experiments and their relationships. Broadband era for agentic commerce: $0.001 micropayments at 10M TPS (theoretical max) This blockchain is built upon our research in how to scale and build for the broadband-era of the agentic economy, where it has a theoretical max of 10 million transactions per second (TPS), while reducing the agent-to-agent micropayments to $0.001 even at scale (based on architecture design). Overall, it is 100x cheaper than Ethereum, and is designed from the ground-up for agents: enshrining agent-native opcodes in the protocol compared to the more inefficient smart contract driven approach. It packs in a robust Agent Virtual Machine (AVM) which can verify multiple types of agent work, for other agents to be able to trust, invoke and pay each other. This then feeds into improving the peer-to-peer AgentRank (see paper and launch post from earlier). By solving for trust, scale and incentives for agents to operate autonomously, this would form the basis of a new economy. This is the world's first agentic blockchain, and you can join and start running a blockchain node today (it is in testnet). PS: We are releasing the code today, and will release our blockchain scalability paper and other presentations in days ahead. This is the most advanced peer-to-peer AI and cryptography software in the world. It has bugs :)
0:30

Hyperspace: A Peer-to-Peer Blockchain For The Agentic Intelligence Economy Over the past few weeks we observed that when agents do Karpathy-style experiments, and then gossip and share with others over the Hyperspace network, it leads to intelligence which is useful to many. Today we introduce the first-ever agentic blockchain which rewards agents when their experiments lead to intelligence for their network. It is based on a new mechanism called Proof-of-Intelligence (PoI) which requires a cryptographic proof of experimentation, a nominal stake, and a proof of compute in order to mine the currency of this new blockchain. -> This approach diverges from the two primary ways to secure blockchains we have seen so far: Proof-of-Work by Bitcoin (meaningless hash-generation), and Proof-of-Stake by Ethereum (capital is all that matters here). Proof-of-Intelligence specifically incentivizes miners to run more capable intelligent infrastructure (better open source models, on more powerful GPUs) in order to be able to be the ones which compound and improve upon the experiments which other agents then find useful. Adoption is the unit of value In Bitcoin, you earn by finding a valid hash. In Hyperspace, you earn when another agent uses your experiment as a starting point and improves on it. A fixed budget of tokens is emitted per epoch and split among participants by weight - and verified adoption of your work is the largest weight multiplier. Garbage experiments earn nothing because no one adopts them. Thoughtful experiments compound: each adoption triggers downstream adoptions. The incentive to run powerful models and intelligent search strategies is built into the economics, not imposed by rules. Research DAG When an agent runs an experiment and shares its result, other agents can adopt that result as their starting point - mutate it, extend it, improve upon it. Each experiment is a commit in a content-addressed graph we call the ResearchDAG. Like Git, but for research. Over time, the DAG accumulates chains of reasoning: agent A discovers RMSNorm helps, agent B adds warmup scheduling on top, agent C scales the hidden dimension. The graph records who built on whom. This is the network's collective intelligence - not any single experiment, but the accumulated structure of experiments and their relationships. Broadband era for agentic commerce: $0.001 micropayments at 10M TPS (theoretical max) This blockchain is built upon our research in how to scale and build for the broadband-era of the agentic economy, where it has a theoretical max of 10 million transactions per second (TPS), while reducing the agent-to-agent micropayments to $0.001 even at scale (based on architecture design). Overall, it is 100x cheaper than Ethereum, and is designed from the ground-up for agents: enshrining agent-native opcodes in the protocol compared to the more inefficient smart contract driven approach. It packs in a robust Agent Virtual Machine (AVM) which can verify multiple types of agent work, for other agents to be able to trust, invoke and pay each other. This then feeds into improving the peer-to-peer AgentRank (see paper and launch post from earlier). By solving for trust, scale and incentives for agents to operate autonomously, this would form the basis of a new economy. This is the world's first agentic blockchain, and you can join and start running a blockchain node today (it is in testnet). PS: We are releasing the code today, and will release our blockchain scalability paper and other presentations in days ahead. This is the most advanced peer-to-peer AI and cryptography software in the world. It has bugs :)

Varun

30,689 Aufrufe • vor 4 Monaten

Ticker is $MLG I liked this one right away, for three reasons 1. Uniqueness 2. PVE coin 3. Provenance of the meme 1. Uniqueness. It’s a gaming cult. We didn’t have that at all yet, and then came MLG. The vibe & content is very unique (see video below) and non-replicable, especially when paired with the provenance of the meme that I’ll get into in a minute 2. a true PVE coin, for a few reasons First one being that there are 3.3 billion gamers in the world. And there is a clear overlap between crypto market participants and ppl who game. The addressable market is huge and MLG stands in a league of its own to address it Second one being that MLG content and videos strike a chord right away if you’ve ever gamed. I don’t game as much now as I used to. But I spent my teenage years playing Call of Duty. Generations before me spent their teenage years playing Counter Strike. And so whenever you see these crazy video edits of ‘360noscope’ kills and other gaming tricks, u can immediately relate and remember these golden years of gaming that you’ve experienced yourself. Nostalgia is powerful. We’re all drawn to it The MLG community can also be engaged in very unique and strong ways, through gaming tournaments on dedicated servers, live streams, etc. This could create a true hardcore cult due to a much higher form of community engagement. Streaming platforms like Twitch can also be used to recruit new clan members in the normie world This is a true PVE coin. 3. Provenance of the meme. This is really the MOST important point for me and what sold me on the vision. The MLG meme is 15+ years old. It exploded in the early 2010s, during what is known today as the ‘Dank Era’ of memes. It was spread all over YouTube, Reddit, 4chan etc. The biggest memecoins in the world today, Doge and Pepe, both come from that same ‘Dank Era’. As a reminder, $Doge is $60B, $Pepe is $8B. See the pic below showing the Dank Era memes & aesthetics, where u can see MLG along with Doge and Pepe The chart has been up only over the last 48h, so pls be careful with ur entries, if u decide to get some. Lets get it 🎮
0:43

Ticker is $MLG I liked this one right away, for three reasons 1. Uniqueness 2. PVE coin 3. Provenance of the meme 1. Uniqueness. It’s a gaming cult. We didn’t have that at all yet, and then came MLG. The vibe & content is very unique (see video below) and non-replicable, especially when paired with the provenance of the meme that I’ll get into in a minute 2. a true PVE coin, for a few reasons First one being that there are 3.3 billion gamers in the world. And there is a clear overlap between crypto market participants and ppl who game. The addressable market is huge and MLG stands in a league of its own to address it Second one being that MLG content and videos strike a chord right away if you’ve ever gamed. I don’t game as much now as I used to. But I spent my teenage years playing Call of Duty. Generations before me spent their teenage years playing Counter Strike. And so whenever you see these crazy video edits of ‘360noscope’ kills and other gaming tricks, u can immediately relate and remember these golden years of gaming that you’ve experienced yourself. Nostalgia is powerful. We’re all drawn to it The MLG community can also be engaged in very unique and strong ways, through gaming tournaments on dedicated servers, live streams, etc. This could create a true hardcore cult due to a much higher form of community engagement. Streaming platforms like Twitch can also be used to recruit new clan members in the normie world This is a true PVE coin. 3. Provenance of the meme. This is really the MOST important point for me and what sold me on the vision. The MLG meme is 15+ years old. It exploded in the early 2010s, during what is known today as the ‘Dank Era’ of memes. It was spread all over YouTube, Reddit, 4chan etc. The biggest memecoins in the world today, Doge and Pepe, both come from that same ‘Dank Era’. As a reminder, $Doge is $60B, $Pepe is $8B. See the pic below showing the Dank Era memes & aesthetics, where u can see MLG along with Doge and Pepe The chart has been up only over the last 48h, so pls be careful with ur entries, if u decide to get some. Lets get it 🎮

Free

71,101 Aufrufe • vor 1 Jahr

In 2025, everything is going to change about how we create content and do marketing. Today, we are introducing Superscale. This year, more people will become builders of software than ever before. This means more apps and websites in the world, aiming to reach the attention of their soon-to-be users and customers. But how do you get attention in a crowded online world? Get users and customers to your product? By becoming insanely great at content and marketing with the help of AI. And this is what Superscale will enable you to become. Whether you have never created a marketing asset, or you are a marketing expert, now you will get superpowers. Because every product deserves great content and marketing. And to be seen, used and loved. This is a new era for content and marketing. And we are building the platform for it. A platform proudly built in Europe for a global community of founders, builders, growth and marketing experts. Thanks to everyone who has supported us this far. Thanks to an incredible team for building a software that feels truly futuristic. The Superscale waitlist is now open. Two steps to get access: 1. Sign up at 2. Comment “Access” to move up the list and be one of the first we will onboard We will see you there 🔥🚀❣️
3:12

In 2025, everything is going to change about how we create content and do marketing. Today, we are introducing Superscale. This year, more people will become builders of software than ever before. This means more apps and websites in the world, aiming to reach the attention of their soon-to-be users and customers. But how do you get attention in a crowded online world? Get users and customers to your product? By becoming insanely great at content and marketing with the help of AI. And this is what Superscale will enable you to become. Whether you have never created a marketing asset, or you are a marketing expert, now you will get superpowers. Because every product deserves great content and marketing. And to be seen, used and loved. This is a new era for content and marketing. And we are building the platform for it. A platform proudly built in Europe for a global community of founders, builders, growth and marketing experts. Thanks to everyone who has supported us this far. Thanks to an incredible team for building a software that feels truly futuristic. The Superscale waitlist is now open. Two steps to get access: 1. Sign up at 2. Comment “Access” to move up the list and be one of the first we will onboard We will see you there 🔥🚀❣️

Patrick Haede

65,475 Aufrufe • vor 1 Jahr

.Megyn Kelly explains to the The New York Times the state of the new media: "Yes I'm still a journalist, but I'm in this new ecosystem, where the old rules don't apply. I'm in this world with yes, Charlie Kirk, Dan Bongino, Ben Shapiro, but my world is also Joe Rogan, with these in-depth interviews, also Theo Von. It's a very large world. And the way the consumer receives it is by going on YouTube on their TV screen, or going to vertical integrations on Instagram or TikTok, and just taking in content. What's the content you want to receive? I'm on the list of content creators, and so the fact that I'm also a journalist who breaks news and reports on news, is an extra, but what's most important in my business now is authenticity - that you are honest with the audience." Hear the full interview here:
1:53

.Megyn Kelly explains to the The New York Times the state of the new media: "Yes I'm still a journalist, but I'm in this new ecosystem, where the old rules don't apply. I'm in this world with yes, Charlie Kirk, Dan Bongino, Ben Shapiro, but my world is also Joe Rogan, with these in-depth interviews, also Theo Von. It's a very large world. And the way the consumer receives it is by going on YouTube on their TV screen, or going to vertical integrations on Instagram or TikTok, and just taking in content. What's the content you want to receive? I'm on the list of content creators, and so the fact that I'm also a journalist who breaks news and reports on news, is an extra, but what's most important in my business now is authenticity - that you are honest with the audience." Hear the full interview here:

The Megyn Kelly Show

635,389 Aufrufe • vor 1 Jahr