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📖 Article 2 - Our Solution to the Scalability Problem in Web3 🌐 ▶️ Highlayer is built to directly address the challenges of scaling networks to meet global demand. 💿 Our self-sustainable data availability system (SSDAS) is an immutable, tamper-proof storage system that ensures data is immediately and permanently... show more

Highlayer

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Laika AI x Cdari Excited to announce our partnership with CDARI Cdari is a Web3 E-Commerce platform built on Matchain, an AI-powered Layer 2 solution on the BNB Chain. Our on-chain analytics now securing all Cdari transactions AI phishing detection protecting Cdari shoppers Smart contract verification for Cdari merchants Cross-chain support across BNB ecosystem.

Laika AI x Cdari Excited to announce our partnership with CDARI Cdari is a Web3 E-Commerce platform built on Matchain, an AI-powered Layer 2 solution on the BNB Chain. Our on-chain analytics now securing all Cdari transactions AI phishing detection protecting Cdari shoppers Smart contract verification for Cdari merchants Cross-chain support across BNB ecosystem.

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There is no relationship in the world quite like the one between Canada and the United Kingdom. Built on shared history, common values, and enduring people-to-people ties, our partnership continues to evolve to meet today’s global challenges. It was a pleasure to meet with UK Foreign Secretary Ed Miliband for the first time in our roles as counterparts. We discussed our steadfast support for Ukraine, the urgent humanitarian situation in Gaza, and the importance of advancing stability across the Middle East. Canada and the United Kingdom will continue coordinating closely as we respond to today’s most pressing global challenges.

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Anita Anand

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The Future of Decentralized Social Media CAW | TestNet opens on July 9th! We worked hard, every day, with our huge team of 22 people, we worked hard for the construction of social media and the manifesto. In this context, on July 9, we will launch the test version of CAW, which is decentralized and completely systematized smart contracts with blockchain technology. Progress of the Process - On July 6, with a 3-day countdown, the testnet of our social media will meet with you. We will upload all contracts and lines of code related to social media to GitHub on the date of TestNet launch. After uploading it, CAW sent the message to its founder via etherscan "cawmnty.eth" we will send a message with the wallet address for the community and the CAW founder to review everything. Everything's going to be great. TestNet's Development and Progress CAWmunity prepares smart contracts, which are the most important point of decentralized social media, with great care. We aim to make every feature available by integrating these agreements into the system at specified times and intervals. Smart Contracts and Duties - Contract that provides features for NFT mint and user logins. - An NFT market where usernames created for CAW can be traded and the contract of this market (like opensea) - Agreement on liking, CAW (posting), reCAW, commenting and all other means of interaction and sharing. - Contract providing follow and follower options. - Contract providing links to Explore and other categories. - The contract that ensures the flow and security of payment systems. - Agreement on Free Messaging. (This is one of the most important contracts.) and other conventions in the background that will allow all these to communicate with each other... CAW | TestNet; We have completed the NFT market transactions for NFT printing and listing and will make them available. All other contracts will be shared with the community at the specified time through the principle of transparency and used on the blockchain testnet. Thank you very much to everyone who supported! CAW is a hope. CAW is life. The #CAWmunity spirit will take us to the pinnacle of the future. The strength of our community will spread everywhere. 🌙 - tehppl. Don't forget to like and support! 💛 #CAW Ryoshi

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dgn 🌙

77,778 views • 3 years ago

Say hello to Boojum 👋: zkSync Era’s new high-performance proof system for radical decentralization. Boojum is an upgrade that will transition zkSync Era to a STARK-powered proof system, providing world-class performance on consumer-grade hardware. 💡 Learn more: TL;DR 👇 Boojum is the name of our Rust-based cryptographic library, which we use to implement the upgraded version of the ZK circuits for zkSync Era and the ZK Stack. The name Boojum was inspired by Lewis Carroll's poem "The Hunting of the Snark," where the Boojum represents the most fearsome kind of Snark. We intentionally designed zkSync Era in a way that cryptographic upgrades can be made without a regenesis, meaning that the Boojum upgrade won’t cause any user disruptions. Why Boojum❓ From day one, zkSync’s mission is to advance personal freedom for all — making digital self-ownership universally accessible by building a blockchain network that is trustless, secure, permissionless, affordable, easy to use, resilient and limitlessly scalable. Boojum plays an important role in advancing this mission by delivering: 1. World-class performance zkSync Era’s current SNARK-based proof system is effective today, but it won’t scale to the volume that we envision for hyperchains. zkSync Era’s sequencer can already process over 100 TPS; Boojum orders of magnitude improvements to performance complements this well. 2. Reduced hardware requirements for decentralization Our long-term goal is to enable user-powered, decentralized proof generation. Boojum represents a breakthrough in this direction — with the prover running on consumer-grade GPUs requiring only 16 GB GPU RAM. Boojum’s Journey to Mainnet 🚴🏽‍♀️ Boojum is now live on Mainnet, generating and verifying ‘shadow proofs’ today with real production data so that we can carefully test the system ahead of fully migrating. Today, we’re also open-sourcing the repo; if you’d like to take a look, you can find it here 👇 This is the first of a series of posts on Boojum. We will provide updates on our progress, including more details on implementation, security, and performance. Watch here for more, anon ∎

Say hello to Boojum 👋: zkSync Era’s new high-performance proof system for radical decentralization. Boojum is an upgrade that will transition zkSync Era to a STARK-powered proof system, providing world-class performance on consumer-grade hardware. 💡 Learn more: TL;DR 👇 Boojum is the name of our Rust-based cryptographic library, which we use to implement the upgraded version of the ZK circuits for zkSync Era and the ZK Stack. The name Boojum was inspired by Lewis Carroll's poem "The Hunting of the Snark," where the Boojum represents the most fearsome kind of Snark. We intentionally designed zkSync Era in a way that cryptographic upgrades can be made without a regenesis, meaning that the Boojum upgrade won’t cause any user disruptions. Why Boojum❓ From day one, zkSync’s mission is to advance personal freedom for all — making digital self-ownership universally accessible by building a blockchain network that is trustless, secure, permissionless, affordable, easy to use, resilient and limitlessly scalable. Boojum plays an important role in advancing this mission by delivering: 1. World-class performance zkSync Era’s current SNARK-based proof system is effective today, but it won’t scale to the volume that we envision for hyperchains. zkSync Era’s sequencer can already process over 100 TPS; Boojum orders of magnitude improvements to performance complements this well. 2. Reduced hardware requirements for decentralization Our long-term goal is to enable user-powered, decentralized proof generation. Boojum represents a breakthrough in this direction — with the prover running on consumer-grade GPUs requiring only 16 GB GPU RAM. Boojum’s Journey to Mainnet 🚴🏽‍♀️ Boojum is now live on Mainnet, generating and verifying ‘shadow proofs’ today with real production data so that we can carefully test the system ahead of fully migrating. Today, we’re also open-sourcing the repo; if you’d like to take a look, you can find it here 👇 This is the first of a series of posts on Boojum. We will provide updates on our progress, including more details on implementation, security, and performance. Watch here for more, anon ∎

ZKsync

827,959 views • 3 years ago

Starting a new project today, building an end to end system to forecast traffic of flights across cities (starting with Mumbai) The idea is to implement > ingestion service with kafka > data etl with polars > feast for feature store // mlflow for model registry > batch inferencing // dashboard > s3 // postgres for data storage All this orchestrated across multiple DAGs built with Airflow. This year has just been Agents and LLMs all along. Not a bad idea to keep revisiting the traditional format :) Will be posting more of this in the coming days, stay tuned

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Aarno

19,642 views • 9 months ago

Exciting news from HYPE3.cool! We’re teaming up with Chainbase (💜,💛), the world’s largest omnichain data network to supercharge AI agents with robust on-chain data. Very soon, users will be able to integrate real-time blockchain insights when configuring their agents—making them smarter and more capable than ever! What this means: - Real-time on-chain data for enhanced decision-making - Greater agent intelligence powered by advanced data analytics - Seamless blockchain integration backed by Chainbase (💜,💛)’s decentralized infrastructure About Chainbase: Chainbase is the world’s largest omnichain data network built to power the AI economy with high-quality on-chain data. Through its innovative four-layer, dual-consensus architecture, Chainbase’s network, anchored by Chainbase AVS, provides secure, interoperable data for AI and Web3. Your AI agents can now tap into rich, reliable on-chain insights—paving the way for more dynamic and intelligent interactions. This is just the start of making AI agents truly Web3-native. Stay tuned as we build the future of intelligent property in partnership with Chainbase (💜,💛)! #Web3 #AI #Blockchain

Exciting news from HYPE3.cool! We’re teaming up with Chainbase (💜,💛), the world’s largest omnichain data network to supercharge AI agents with robust on-chain data. Very soon, users will be able to integrate real-time blockchain insights when configuring their agents—making them smarter and more capable than ever! What this means: - Real-time on-chain data for enhanced decision-making - Greater agent intelligence powered by advanced data analytics - Seamless blockchain integration backed by Chainbase (💜,💛)’s decentralized infrastructure About Chainbase: Chainbase is the world’s largest omnichain data network built to power the AI economy with high-quality on-chain data. Through its innovative four-layer, dual-consensus architecture, Chainbase’s network, anchored by Chainbase AVS, provides secure, interoperable data for AI and Web3. Your AI agents can now tap into rich, reliable on-chain insights—paving the way for more dynamic and intelligent interactions. This is just the start of making AI agents truly Web3-native. Stay tuned as we build the future of intelligent property in partnership with Chainbase (💜,💛)! #Web3 #AI #Blockchain

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17,700 views • 1 year ago

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How do you monitor wildlife in places where infrastructure is limited? Some of the world's most valuable biodiversity data comes from remote, hard-to-reach locations, where researchers can't rely on traditional connectivity or computing. This is what the Open Science Conservation Fund is working to solve with Trapper, an open source platform that helps researchers analyze camera trap data closer to where it's collected. This demo, running on Ubuntu and Canonical Kubernetes, uses NextComputing’s fly-away kit - a portable edge computing system that can be carried into remote locations and deployed wherever it's needed, making it easier to turn observations into knowledge that the global scientific community can build on. #OpenSource #Ubuntu #Kubernetes

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🎇 Aleph Zero EVM is live! Developed in collaboration with Gelato using Arbitrum Orbit, Aleph Zero EVM is a specialized layer 2 that will bring EVM-compatible ZK-privacy and rely on the Aleph Zero WASM L1 as a Data Availability layer. Here's what to expect: → Seamless integration with Ethereum: a rapid, secure, and scalable execution environment thanks to Arbitrum Orbit; → Speed: block times of up to 250ms; → DeFi growth: liquidity transfers and stablecoin support with MOST; → Advanced apps with account abstraction enabled via thirdweb; → And with Aleph Zero's zkOS, it means a new standard in blockchain privacy, making it usable and fast. Stay tuned for more, as the week is just starting, and we're nowhere near being done with the news! Learn more:

🎇 Aleph Zero EVM is live! Developed in collaboration with Gelato using Arbitrum Orbit, Aleph Zero EVM is a specialized layer 2 that will bring EVM-compatible ZK-privacy and rely on the Aleph Zero WASM L1 as a Data Availability layer. Here's what to expect: → Seamless integration with Ethereum: a rapid, secure, and scalable execution environment thanks to Arbitrum Orbit; → Speed: block times of up to 250ms; → DeFi growth: liquidity transfers and stablecoin support with MOST; → Advanced apps with account abstraction enabled via thirdweb; → And with Aleph Zero's zkOS, it means a new standard in blockchain privacy, making it usable and fast. Stay tuned for more, as the week is just starting, and we're nowhere near being done with the news! Learn more:

Aleph Zero

859,283 views • 2 years ago

In 2025, the AgentFlayer exploit highlighted a new category of risk in AI systems. It was not a traditional breach involving stolen credentials or broken encryption. Instead, it demonstrated how an autonomous AI agent could be manipulated into executing unintended actions by processing malicious instructions embedded inside content it automatically processes. The incident did not expose a flaw in one specific integration. It revealed a structural weakness in how many modern AI agents are built. Today’s agents are no longer passive language models. They read documents automatically, scan emails, connect to SaaS tools, access cloud storage, and execute actions across multiple systems. To be useful, they are granted meaningful permissions. That capability creates value, but it also expands the attack surface. Most agent environments operate in a trusted, plaintext execution model. Data is encrypted at rest and in transit, but it is typically decrypted during inference so the model can process it. That runtime visibility is where potential risk lies. In a zero-click scenario like AgentFlayer, an attacker can embed hidden instructions inside a document that the AI processes automatically. Because the agent may have access to connected systems such as Google Drive, Slack, or GitHub, it can potentially be influenced to retrieve sensitive information or perform unintended actions. The user does not need to click a malicious link or approve a suspicious request. Therefore, the core issue is that during execution, the system may have access to sensitive data and broad privileges, meaning whoever controls the execution environment ultimately controls access to that data. Now consider a different architectural approach. If a system is designed so that data remains protected during execution, the risk profile changes. On Nesa, privacy is enforced at the execution layer through Equivariant Encryption. Computation can occur on encrypted data, reducing the visibility surface during runtime. Sensitive inputs and models do not need to be exposed in plain text to infrastructure operators for inference to occur. This does not eliminate prompt injection, logic manipulation, or tool misuse. Encryption alone cannot prevent an agent from being instructed to take an unintended action if it has been granted that permission. What it does do is materially reduce confidentiality risk. By limiting access to readable sensitive data during execution and reducing unilateral visibility at the infrastructure layer, the potential blast radius of a successful manipulation attempt is constrained. As AI agents become more autonomous and embedded into enterprise workflows, security must move deeper into architecture. The goal is not to claim invulnerability. It is to reduce trust concentration and contain systemic exposure when failures occur. AgentFlayer was not simply a one-off exploit. It was a reminder that in autonomous systems, execution-layer design determines how risk propagates.

Nesa

17,038 views • 6 months ago

System ID for legged robots is hard: (1) Discontinuous dynamics and (2) many parameters to identify and hard to "excite" them. SPI-Active is a general tool for legged robot system ID. Key ideas: (1) massively parallel sampling-based optimization, (2) structured parameter space, and (3) active exploration based on Fisher Information to collect the most informative data in real. SPI-Active provides an accurate robot model and effectively reduces the sim2real gap. In sim2real policy learning setting, it outperforms baselines by 42-63% in various quadruped & humanoid tasks. Led by Nikhil Sobanbabu Guanqi He

System ID for legged robots is hard: (1) Discontinuous dynamics and (2) many parameters to identify and hard to "excite" them. SPI-Active is a general tool for legged robot system ID. Key ideas: (1) massively parallel sampling-based optimization, (2) structured parameter space, and (3) active exploration based on Fisher Information to collect the most informative data in real. SPI-Active provides an accurate robot model and effectively reduces the sim2real gap. In sim2real policy learning setting, it outperforms baselines by 42-63% in various quadruped & humanoid tasks. Led by Nikhil Sobanbabu Guanqi He

Guanya Shi

21,442 views • 1 year ago

Now that Trump has been exposed as a total sellout who never intended to do anything with his power except enrich himself, the political establishment is working overtime to funnel people back into the duopoly. The establishment is counting on the public to have amnesia and overlook how their corruption paved the way for a conman like Trump to rise to power in the first place. There is something worse than Trump’s two presidencies, and that is learning nothing from them and allowing both parties to return us to the failed status quo, which will only lead to an even worse Trump in the future. I’m going to do my best in this post to remind you how we got here and, more importantly, where we go from here. So how did we get here? The capitalist duopoly. The problem is not Republicans or Democrats. The problem is Republicans and Democrats. Both parties have spent decades using our government to enrich themselves and their corporate donors at our expense. They turned the US government into a money laundering organization for corporate America, the military-industrial complex, Israel, and the billionaire class. There is not a single thing our government does well for the people because its entire purpose is to serve the rich. Now here’s the part MAGA does not want to hear, but it is the truth: Trump was never the solution to any of this. His form of populism has always been fake & leaned on nationalist rhetoric to appeal to white working class voters without any substantive policies to improve life for anyone outside the richest 1%. Trump knew the system was corrupt and that people were struggling, but he never intended to actually do anything about it. Instead he took advantage of people who rightly lost faith in a system that only serves the elite by selling them the exact same corrupt system, only he covered it in bright red MAGA paint. Now here’s the part Blue MAGA does not want to hear, but it’s the truth: The Democrats are not the solution to any of this either. Things didn’t get better under Biden because Democrats serve the same corrupt capitalist and imperialist system that Republicans do. Biden funding a genocide and betraying railroad workers should have made this clear. Democrats certainly love to use nicer rhetoric than Republicans, but this is only to deceive the public from the party’s true purpose, which is to serve capital and betray workers. So where does that leave us? What is the solution when both parties are this corrupt and exist to serve the rich, not the people? The solution is we desperately need a new system that puts people over profits. And since the elites who control both parties will never let us vote for that system, we’re going to have to rise up together and fight for it!

Now that Trump has been exposed as a total sellout who never intended to do anything with his power except enrich himself, the political establishment is working overtime to funnel people back into the duopoly. The establishment is counting on the public to have amnesia and overlook how their corruption paved the way for a conman like Trump to rise to power in the first place. There is something worse than Trump’s two presidencies, and that is learning nothing from them and allowing both parties to return us to the failed status quo, which will only lead to an even worse Trump in the future. I’m going to do my best in this post to remind you how we got here and, more importantly, where we go from here. So how did we get here? The capitalist duopoly. The problem is not Republicans or Democrats. The problem is Republicans and Democrats. Both parties have spent decades using our government to enrich themselves and their corporate donors at our expense. They turned the US government into a money laundering organization for corporate America, the military-industrial complex, Israel, and the billionaire class. There is not a single thing our government does well for the people because its entire purpose is to serve the rich. Now here’s the part MAGA does not want to hear, but it is the truth: Trump was never the solution to any of this. His form of populism has always been fake & leaned on nationalist rhetoric to appeal to white working class voters without any substantive policies to improve life for anyone outside the richest 1%. Trump knew the system was corrupt and that people were struggling, but he never intended to actually do anything about it. Instead he took advantage of people who rightly lost faith in a system that only serves the elite by selling them the exact same corrupt system, only he covered it in bright red MAGA paint. Now here’s the part Blue MAGA does not want to hear, but it’s the truth: The Democrats are not the solution to any of this either. Things didn’t get better under Biden because Democrats serve the same corrupt capitalist and imperialist system that Republicans do. Biden funding a genocide and betraying railroad workers should have made this clear. Democrats certainly love to use nicer rhetoric than Republicans, but this is only to deceive the public from the party’s true purpose, which is to serve capital and betray workers. So where does that leave us? What is the solution when both parties are this corrupt and exist to serve the rich, not the people? The solution is we desperately need a new system that puts people over profits. And since the elites who control both parties will never let us vote for that system, we’re going to have to rise up together and fight for it!

Power to the People ☭🕊

28,022 views • 4 months ago

John Fetterman: “People are proud to be labeled socialists. That used to a be a smear and now it’s becoming normalized. It’s dangerous.” It’s not dangerous. It’s the appropriate response to a world being destroyed by a capitalist system that values profits more than human life. Letting Israel get away with genocide is dangerous. Letting billionaires build massive data centers that pollute our communities is dangerous. Letting rich pedophiles get away with raping children is dangerous. Letting 3 billionaires hoard more wealth than the entire bottom half of the country is dangerous. Socialism is the solution to all of this.

John Fetterman: “People are proud to be labeled socialists. That used to a be a smear and now it’s becoming normalized. It’s dangerous.” It’s not dangerous. It’s the appropriate response to a world being destroyed by a capitalist system that values profits more than human life. Letting Israel get away with genocide is dangerous. Letting billionaires build massive data centers that pollute our communities is dangerous. Letting rich pedophiles get away with raping children is dangerous. Letting 3 billionaires hoard more wealth than the entire bottom half of the country is dangerous. Socialism is the solution to all of this.

Power to the People ☭🕊

273,467 views • 4 months ago

The UFO/UAP phenomenon is ancient. It has been here long before us, and it is connected to a grand hierarchy created by God. They are coming from higher dimensions, something that religions would describe as the Tree of Life. The phenomenon is part of us, and our soul is part of this grand system. We are currently in the lowest dimension, chakra, sefirot, or part of the soul, known as Malkhut in Kabbalah, Muladhara in Hinduism, and Khat in ancient Egypt. We are made of matter, but our soul is made of fire, and it is time for an upgrade. The Geophysical Event is connected to this transformation.

The UFO/UAP phenomenon is ancient. It has been here long before us, and it is connected to a grand hierarchy created by God. They are coming from higher dimensions, something that religions would describe as the Tree of Life. The phenomenon is part of us, and our soul is part of this grand system. We are currently in the lowest dimension, chakra, sefirot, or part of the soul, known as Malkhut in Kabbalah, Muladhara in Hinduism, and Khat in ancient Egypt. We are made of matter, but our soul is made of fire, and it is time for an upgrade. The Geophysical Event is connected to this transformation.

Open Minded Approach

136,661 views • 3 months ago