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From complete beginners to tech veterans, our 6 month program delivers hands-on skills AND exclusive mentorship from industry leaders. At Africahackon Academy we deliver Real-world training that turns passion into expertise. Our comprehensive curriculum covers: OS Mastery (Linux/Windows) Network Security & Protection OSINT & Reconnaissance Techniques Coding & Scripting... show more

Bright Mawudor,PhD

21,467 subscribers

164,311 次观看 • 1 年前 •via X (Twitter)

健康养生科学技术教育

Anya Rossi• Live Now

Private livecam show

8 条评论

sain✝️ 的头像

sain✝️1 年前

any background degree needed?

Bright Mawudor,PhD 的头像

Bright Mawudor,PhD1 年前

Nope. Just be curious to learn. We had someone who barely knew how to use a computer and still finished the first cohort. Determination and resilience was there

РоджерТо 的头像

РоджерТо1 年前

What are the fee costs like? Kindly share. Thank you.

Bright Mawudor,PhD 的头像

Bright Mawudor,PhD1 年前

Kindly check FAQ section for more info but its 65k with flexible payment plans

NAIROBI YOUTH FOUNDATION 的头像

NAIROBI YOUTH FOUNDATION1 年前

🌟

Dave onyango Benn 的头像

Dave onyango Benn1 年前

Just watching a Dr.Bright interview on YouTube at this moment

Lucky2One 的头像

Lucky2One1 年前

Hello @BRIGHTZEED iam a bugbounty Hunter from Kenya, can you be kind and link me with other cybersecurity enthusiast from our country, i thought i was all alone until i saw your videos, even if it is a group chat link i would appreciate

Mogaka 的头像

Mogaka1 年前

@amenya_nelson Tunaeza lipa na zile za Jayesh😂

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Former soldier and engineer, Carl Benfield speaks about the danger of climate change to our security Carl Benfield 🇬🇧🇪🇺🇺🇦 👏 "For 16 years, I served in the Royal Engineers and deployed on operations around the world, including Bosnia, Sierra Leone, Kosovo, Iraq and Afghanistan. I left the military in part because I grew exhausted watching successive governments make reckless strategic decisions while ignoring the existential crisis right here at home." "As a soldier and an engineer, I was used to conducting threat assessments and defensive plans. It’s clear to me that climate change is the single greatest threat to human security that we face. Removing climate resilience from our national defence and security agenda was an act of complete strategic blindness." "You cannot defend a nation if you refuse to acknowledge the very force that makes its infrastructure obsolete, that burns its countryside, and that threatens its food and water supply. Since leaving the armed forces, I’ve put my engineering background to work to try and mitigate some of these effects, working in renewables, timber frame building, manufacturing and clean heating and cooling systems." "From a technical standpoint, this crisis is entirely solvable. But more than that, transitioning to a renewables-based economy and climate resilience is a massive economic opportunity. It drives skilled domestic jobs, it fuels a healthy economy, and it shields our nation from the unpredictable chaos of global oil price volatility. Energy security is national security." "So the engineering is ready, the economic case is clear. What we lack is bold political leadership. Zack’s right. A government’s first duty is to keep its citizens safe. Ignoring extreme heat and raging fires isn’t just complacency, it’s a dereliction of duty." "We need an immediate COBRA-level response. We need climate change reinstated at the top of our defence and security agenda. And we need the bold leadership of Zack Polanski for our nation. Thank you."

Former soldier and engineer, Carl Benfield speaks about the danger of climate change to our security Carl Benfield 🇬🇧🇪🇺🇺🇦 👏 "For 16 years, I served in the Royal Engineers and deployed on operations around the world, including Bosnia, Sierra Leone, Kosovo, Iraq and Afghanistan. I left the military in part because I grew exhausted watching successive governments make reckless strategic decisions while ignoring the existential crisis right here at home." "As a soldier and an engineer, I was used to conducting threat assessments and defensive plans. It’s clear to me that climate change is the single greatest threat to human security that we face. Removing climate resilience from our national defence and security agenda was an act of complete strategic blindness." "You cannot defend a nation if you refuse to acknowledge the very force that makes its infrastructure obsolete, that burns its countryside, and that threatens its food and water supply. Since leaving the armed forces, I’ve put my engineering background to work to try and mitigate some of these effects, working in renewables, timber frame building, manufacturing and clean heating and cooling systems." "From a technical standpoint, this crisis is entirely solvable. But more than that, transitioning to a renewables-based economy and climate resilience is a massive economic opportunity. It drives skilled domestic jobs, it fuels a healthy economy, and it shields our nation from the unpredictable chaos of global oil price volatility. Energy security is national security." "So the engineering is ready, the economic case is clear. What we lack is bold political leadership. Zack’s right. A government’s first duty is to keep its citizens safe. Ignoring extreme heat and raging fires isn’t just complacency, it’s a dereliction of duty." "We need an immediate COBRA-level response. We need climate change reinstated at the top of our defence and security agenda. And we need the bold leadership of Zack Polanski for our nation. Thank you."

Farrukh

20,267 次观看 • 12 天前

The $AEGIS DApp portal is now open to all: 🛡️ At Aegis, we believe in empowering the blockchain full of security, transparency and innovation. The Aegis Dapp has been under development for several months prior to the launch of $AEGIS and with that we have been able to build what we believe has the potential to change how users go about their day to day security. We are thrilled to share our progress and truly exciting news with you all. 🎯 First things first, at Aegis, we want to make it clear that the value of what we seek to bring to security across the blockchain, comes from our big vision, our strong team, and our commitment to long-term goals. ℹ️ Let’s kick this off with some information that is constantly happening, which is behind the scenes. Our full team is dedicated to the opportunity that lays ahead of us with becoming the leading voice/name for security, grasping every aspect with innovation, hard work, passion and commitment to see this sector grow. Everyone is aware of how important security is, a heartwarming mention to Messari for including us on how they see this sector growing rapidly and pushing a 10 Billion evaluation. We take that recognition with full responsibility and gratitude as we've been working hard on some really powerful stuff that could change the game for our industry. If you read the title and report itself, I’m sure that’ll give you some insight to what’s coming, and to the vast extent of what you can expect Aegis to be working towards. —> 🤝 This comes from teaming up with others within this sector and coming up with new tech to projects driven by our community, within the pipeline you can be confident that what we are building will push the cryptocurrency industry as a whole into a better future, the magnitude to what Aegis brings will not stop until we can confidently say, “Negative security reports across the blockchain are at an all time low, thousands of users are satisfied that Aegis is protecting them and their assets.” We're sticking to our vision no matter what the market does or whatever else comes our way. We plan to build what we set out to and we will see to it that our ecosystem is met. We've been working on some pretty amazing products that will be available within our Dapp, let’s go over what we offer: * AI Audits * Live Monitoring * Penetration Testing * Bug Bounties * Live Watchdog * Token analytics for everyday users, developers, teams, auditors, institutions, investors. ⬇️ Let’s break it down for you in some simple steps: AI AUDITS: We have trained our LLM models as AI AGENTS, these consist of 3 people ( AI AGENTS ) for the audits that are performed. - Audit - Reviewer - Judge Each one analyzes with a different personality, let’s check what personalities our AI AGENTS consist of: 3 different perspective auditors. 1 - Fine-tuned model x amount reads the code and generates the audit. ✅ 2 - Model x amount reviews the code and fact checks thoroughly. ✅ 3 - Model x amount ranks the code based on the severity outcome. ✅ ⌚️ Live Monitoring/Watchdog: The Live Monitoring/Watchdog system is designed to provide real-time surveillance of smart contracts, ensuring the detection and prevention of any potentially harmful transactions or malicious activities. Through the utilization of an AI Agent model, the system is trained to proactively identify and thwart suspicious behavior, thereby safeguarding the integrity of the smart contracts. Also, a paid sophisticated threat detection model is available for more intricate protocols and Dapps, offering an advanced level of protection against potential threats. This proactive approach is crucial in mitigating the risk of exploitation and ensuring the security of the smart contract ecosystem. 🖊️ Pen Testing: Our platform offers Pen Testing services to developers, providing a controlled environment for whitehat hackers to simulate attacks and identify vulnerabilities in smart contracts and protocols. In addition to human whitehat hackers, our AI Agents function as Red and Blue teams, actively engaging in simulated attacks to stress-test protocols and identify potential weaknesses. This comprehensive approach allows developers to proactively identify and address security issues, ultimately enhancing the robustness and resilience of their projects. 🕷️ Bug Bounties: Our Bug Bounty listing platform provides developers with the opportunity to list their protocols and offer bounties to white hat hackers for identifying vulnerabilities. By aggregating millions of bounties from various platforms and utilizing AI tools, we streamline the testing process, reducing up to 80% of the workload typically associated with security testing. This allows developers to efficiently identify and address potential vulnerabilities in their protocols, ultimately enhancing the overall security and resilience of their projects. 🪙 And lot more token analytics features for regular users, this will give you the opportunity to explore our Dapp for yourself and have some fun diving into the security platform of the future! I’m sure you’re excited to try it all out yourself, which is why we have some exciting news to bring to the #Guardians of the blockchain! But just before you continue the read and see the beans have been spilled, we have to take this opportunity to share with you that this large step to becoming a security leader is but only 20% of what we have revealed. This will be at the core of what Aegis stands for and hopes to achieve. The focus here is upon our Dapp, and in time we will slowly bring forward information/updates regarding segments of what makes Aegis a force to be reckoned with. Now that you’re fired up and excited to all of the announcements to come, let’s get to the news you’ve been waiting for! 🎉 We’re spilling the good news, and are happy to say we are now set for public release! The team at Aegis are overwhelmed with the development, support from teams, community, partners and more on what we believe to be an institutional-grade product. But the fun doesn’t stop there, this marks the start of what we aim to become, as it will take time and cycles to become better and better. Constant advancements will be set in place to attain the goal of achieving blockchain security. A statement from our CEO- Brian Hunt: “I can confirm from the security conferences I attended with Centralized security firms Peckshield, Hacken, Certik, BlockSec presentations, they are trying to achieve something similar and it will take them years. Decentralized AI for Security!” This initial drop of our dapp will be to get users signed up to gain access, in which we’ll whitelist users to get the ball rolling. 📣 To end this segment, let’s get the party started with the long awaited Aegis Ai Security Dapp and sign up now!

The $AEGIS DApp portal is now open to all: 🛡️ At Aegis, we believe in empowering the blockchain full of security, transparency and innovation. The Aegis Dapp has been under development for several months prior to the launch of $AEGIS and with that we have been able to build what we believe has the potential to change how users go about their day to day security. We are thrilled to share our progress and truly exciting news with you all. 🎯 First things first, at Aegis, we want to make it clear that the value of what we seek to bring to security across the blockchain, comes from our big vision, our strong team, and our commitment to long-term goals. ℹ️ Let’s kick this off with some information that is constantly happening, which is behind the scenes. Our full team is dedicated to the opportunity that lays ahead of us with becoming the leading voice/name for security, grasping every aspect with innovation, hard work, passion and commitment to see this sector grow. Everyone is aware of how important security is, a heartwarming mention to Messari for including us on how they see this sector growing rapidly and pushing a 10 Billion evaluation. We take that recognition with full responsibility and gratitude as we've been working hard on some really powerful stuff that could change the game for our industry. If you read the title and report itself, I’m sure that’ll give you some insight to what’s coming, and to the vast extent of what you can expect Aegis to be working towards. —> 🤝 This comes from teaming up with others within this sector and coming up with new tech to projects driven by our community, within the pipeline you can be confident that what we are building will push the cryptocurrency industry as a whole into a better future, the magnitude to what Aegis brings will not stop until we can confidently say, “Negative security reports across the blockchain are at an all time low, thousands of users are satisfied that Aegis is protecting them and their assets.” We're sticking to our vision no matter what the market does or whatever else comes our way. We plan to build what we set out to and we will see to it that our ecosystem is met. We've been working on some pretty amazing products that will be available within our Dapp, let’s go over what we offer: * AI Audits * Live Monitoring * Penetration Testing * Bug Bounties * Live Watchdog * Token analytics for everyday users, developers, teams, auditors, institutions, investors. ⬇️ Let’s break it down for you in some simple steps: AI AUDITS: We have trained our LLM models as AI AGENTS, these consist of 3 people ( AI AGENTS ) for the audits that are performed. - Audit - Reviewer - Judge Each one analyzes with a different personality, let’s check what personalities our AI AGENTS consist of: 3 different perspective auditors. 1 - Fine-tuned model x amount reads the code and generates the audit. ✅ 2 - Model x amount reviews the code and fact checks thoroughly. ✅ 3 - Model x amount ranks the code based on the severity outcome. ✅ ⌚️ Live Monitoring/Watchdog: The Live Monitoring/Watchdog system is designed to provide real-time surveillance of smart contracts, ensuring the detection and prevention of any potentially harmful transactions or malicious activities. Through the utilization of an AI Agent model, the system is trained to proactively identify and thwart suspicious behavior, thereby safeguarding the integrity of the smart contracts. Also, a paid sophisticated threat detection model is available for more intricate protocols and Dapps, offering an advanced level of protection against potential threats. This proactive approach is crucial in mitigating the risk of exploitation and ensuring the security of the smart contract ecosystem. 🖊️ Pen Testing: Our platform offers Pen Testing services to developers, providing a controlled environment for whitehat hackers to simulate attacks and identify vulnerabilities in smart contracts and protocols. In addition to human whitehat hackers, our AI Agents function as Red and Blue teams, actively engaging in simulated attacks to stress-test protocols and identify potential weaknesses. This comprehensive approach allows developers to proactively identify and address security issues, ultimately enhancing the robustness and resilience of their projects. 🕷️ Bug Bounties: Our Bug Bounty listing platform provides developers with the opportunity to list their protocols and offer bounties to white hat hackers for identifying vulnerabilities. By aggregating millions of bounties from various platforms and utilizing AI tools, we streamline the testing process, reducing up to 80% of the workload typically associated with security testing. This allows developers to efficiently identify and address potential vulnerabilities in their protocols, ultimately enhancing the overall security and resilience of their projects. 🪙 And lot more token analytics features for regular users, this will give you the opportunity to explore our Dapp for yourself and have some fun diving into the security platform of the future! I’m sure you’re excited to try it all out yourself, which is why we have some exciting news to bring to the #Guardians of the blockchain! But just before you continue the read and see the beans have been spilled, we have to take this opportunity to share with you that this large step to becoming a security leader is but only 20% of what we have revealed. This will be at the core of what Aegis stands for and hopes to achieve. The focus here is upon our Dapp, and in time we will slowly bring forward information/updates regarding segments of what makes Aegis a force to be reckoned with. Now that you’re fired up and excited to all of the announcements to come, let’s get to the news you’ve been waiting for! 🎉 We’re spilling the good news, and are happy to say we are now set for public release! The team at Aegis are overwhelmed with the development, support from teams, community, partners and more on what we believe to be an institutional-grade product. But the fun doesn’t stop there, this marks the start of what we aim to become, as it will take time and cycles to become better and better. Constant advancements will be set in place to attain the goal of achieving blockchain security. A statement from our CEO- Brian Hunt: “I can confirm from the security conferences I attended with Centralized security firms Peckshield, Hacken, Certik, BlockSec presentations, they are trying to achieve something similar and it will take them years. Decentralized AI for Security!” This initial drop of our dapp will be to get users signed up to gain access, in which we’ll whitelist users to get the ball rolling. 📣 To end this segment, let’s get the party started with the long awaited Aegis Ai Security Dapp and sign up now!

AEGIS AI

128,055 次观看 • 2 年前

Conducted a comprehensive review of the Telangana Cyber Security Bureau today, inspecting our Cyber Lab, Security Operations Centre, Central Monitoring Unit, Social Media Unit, Child Protection Unit, and Digital Forensic Unit. Director Ms. Shikha Goel, IPS and senior officers presented a detailed briefing on emerging cybercrime trends, investigative techniques and our technological roadmap. I have personally witnessed our AI-powered Cyber Call Centre in action when a caller reported a financial fraud, the system responded with empathy, captured critical details and instantly alerted the concerned police station. This is the future of citizen first policing and I've directed officials to expand such AI-driven services further. Telangana's numbers speak for themselves. In 2025, we recorded a 20% reduction in cyber fraud losses compared to 2024, even as we registered 21,639 cybercrime FIRs, 44% of all cybercrime FIRs in India. That makes us No.1 in the nation. Our FIR conversion rate touched 78% in high value fraud cases above 75 lakh. The amount held in fraudsters' accounts rose from 255 crore to 279 crore . At the same time, I want to be transparent about where we must improve. On national portal performance indicators, Telangana stands 4th in Grievance Redressal Mechanism (GRM) and 6th in Coordination both reflecting reasonable strength. But we rank 18th in Money Refund Mechanism (MRM) and 17th on the Sahayog Portal and these numbers are not acceptable for a state that leads the country in FIR registration. A state topping the nation in enforcement cannot afford to lag in victim refunds and inter-portal coordination. I have directed officials to treat this as an immediate priority and close this gap on a war footing. Cybercrime today accounts for one in every four major crime FIRs in our state and financial losses from cyber fraud 1,524 crore are nearly seven times higher than losses from all other major crimes combined 207crore. This is not a side issue this is the primary threat we face. I have directed every officer to build strong technological skills, adopt AI and advanced analytics nd treat cyber investigation as core policing, not a specialisation. Families are losing lifetime savings to investment frauds and online scams. Telangana has the potential to be India's leading state in cyber policing. We will get there through technology, rapid response and zero tolerance. #TelanganaPolice

Conducted a comprehensive review of the Telangana Cyber Security Bureau today, inspecting our Cyber Lab, Security Operations Centre, Central Monitoring Unit, Social Media Unit, Child Protection Unit, and Digital Forensic Unit. Director Ms. Shikha Goel, IPS and senior officers presented a detailed briefing on emerging cybercrime trends, investigative techniques and our technological roadmap. I have personally witnessed our AI-powered Cyber Call Centre in action when a caller reported a financial fraud, the system responded with empathy, captured critical details and instantly alerted the concerned police station. This is the future of citizen first policing and I've directed officials to expand such AI-driven services further. Telangana's numbers speak for themselves. In 2025, we recorded a 20% reduction in cyber fraud losses compared to 2024, even as we registered 21,639 cybercrime FIRs, 44% of all cybercrime FIRs in India. That makes us No.1 in the nation. Our FIR conversion rate touched 78% in high value fraud cases above 75 lakh. The amount held in fraudsters' accounts rose from 255 crore to 279 crore . At the same time, I want to be transparent about where we must improve. On national portal performance indicators, Telangana stands 4th in Grievance Redressal Mechanism (GRM) and 6th in Coordination both reflecting reasonable strength. But we rank 18th in Money Refund Mechanism (MRM) and 17th on the Sahayog Portal and these numbers are not acceptable for a state that leads the country in FIR registration. A state topping the nation in enforcement cannot afford to lag in victim refunds and inter-portal coordination. I have directed officials to treat this as an immediate priority and close this gap on a war footing. Cybercrime today accounts for one in every four major crime FIRs in our state and financial losses from cyber fraud 1,524 crore are nearly seven times higher than losses from all other major crimes combined 207crore. This is not a side issue this is the primary threat we face. I have directed every officer to build strong technological skills, adopt AI and advanced analytics nd treat cyber investigation as core policing, not a specialisation. Families are losing lifetime savings to investment frauds and online scams. Telangana has the potential to be India's leading state in cyber policing. We will get there through technology, rapid response and zero tolerance. #TelanganaPolice

DGP TELANGANA POLICE

25,152 次观看 • 1 个月前

TRUMP UNVEILS GOLDEN DOME MISSLE DEFENSE SYSTEM. President Donald Trump said he had selected a design for the $175 billion Golden Dome missile defense shield and named U.S. Space Force General Michael Guetlein, to lead the ambitious program aimed at blocking threats from China and Russia. This is a Manhattan Project-scale mission, one that is both urgent and crucial to America’s security. Lockheed Martin is ready to partner with the best in industry, emerging, and large technology companies together to safeguard our nation. We lead the MDA’s National Team for C2BMC and successfully built the world’s most powerful missile defense software network, which connects forces around the world 24x7. This operationally proven, layered missile defense system allows commanders to make synchronized decisions about threats at any range, in any phase of flight, from any location in the world. From surface to space, Lockheed Martin is delivering combat-proven layered defense solutions so the U.S. and allies can stay ahead of accelerating threats. Our integrated air and missile defense systems provide the most advanced radars and sensors, command and control networks, satellites, targets, interceptors, and directed energy systems in the world. NGI is a first line of defense, tip-to-tail interceptor within the Missile Defense Agency’s Ground-based Midcourse Defense (GMD) system. PAC-3 is a world leader in defense technology for air defense missile systems, delivering unmatched capability across multi-domain environments. SBIRS serves as a critical missile warning system, utilizing infrared surveillance for early missile detection. The Long Range Discrimination Radar (LRDR) program is the backbone of the Missile Defense Agency’s layered defense strategy to protect the U.S. homeland from ballistic missile attacks. Sentinel A4 is a high-performance surveillance radar, replacing the legacy Sentinel A3, enhancing defense against cruise missiles, UAVs, and air threats. Aegis Combat System, the Navy’s most modern surface combat system, employs the SPY-1 radar for threat detection at sea. Experience the combat-proven THAAD, a top missile interceptor, protecting against ballistic threats with unmatched effectiveness. The F-35 is the most advanced node in a 21st Century Security network-centric architecture with the ability to securely connect high-tech platforms to share information across every domain. With a combination of all these advanced weapons, A.I., direct energy weapons (DEWs), and the finest aircraft and military in the world, let's just say this is like Skynet from Terminator movies on steroids. America will have the best country missle defense system in the world. Source: Lockheed Martin

TRUMP UNVEILS GOLDEN DOME MISSLE DEFENSE SYSTEM. President Donald Trump said he had selected a design for the $175 billion Golden Dome missile defense shield and named U.S. Space Force General Michael Guetlein, to lead the ambitious program aimed at blocking threats from China and Russia. This is a Manhattan Project-scale mission, one that is both urgent and crucial to America’s security. Lockheed Martin is ready to partner with the best in industry, emerging, and large technology companies together to safeguard our nation. We lead the MDA’s National Team for C2BMC and successfully built the world’s most powerful missile defense software network, which connects forces around the world 24x7. This operationally proven, layered missile defense system allows commanders to make synchronized decisions about threats at any range, in any phase of flight, from any location in the world. From surface to space, Lockheed Martin is delivering combat-proven layered defense solutions so the U.S. and allies can stay ahead of accelerating threats. Our integrated air and missile defense systems provide the most advanced radars and sensors, command and control networks, satellites, targets, interceptors, and directed energy systems in the world. NGI is a first line of defense, tip-to-tail interceptor within the Missile Defense Agency’s Ground-based Midcourse Defense (GMD) system. PAC-3 is a world leader in defense technology for air defense missile systems, delivering unmatched capability across multi-domain environments. SBIRS serves as a critical missile warning system, utilizing infrared surveillance for early missile detection. The Long Range Discrimination Radar (LRDR) program is the backbone of the Missile Defense Agency’s layered defense strategy to protect the U.S. homeland from ballistic missile attacks. Sentinel A4 is a high-performance surveillance radar, replacing the legacy Sentinel A3, enhancing defense against cruise missiles, UAVs, and air threats. Aegis Combat System, the Navy’s most modern surface combat system, employs the SPY-1 radar for threat detection at sea. Experience the combat-proven THAAD, a top missile interceptor, protecting against ballistic threats with unmatched effectiveness. The F-35 is the most advanced node in a 21st Century Security network-centric architecture with the ability to securely connect high-tech platforms to share information across every domain. With a combination of all these advanced weapons, A.I., direct energy weapons (DEWs), and the finest aircraft and military in the world, let's just say this is like Skynet from Terminator movies on steroids. America will have the best country missle defense system in the world. Source: Lockheed Martin

The SCIF

21,691 次观看 • 1 年前

$Lovable just raised $400M at a $13.3B valuation to build the business that helps build businesses. Apps built on Lovable now get 900M visits every month, and we’ve quadrupled ARR in the last 12 months. Since we started, Lovable has become the place where founders create million dollar businesses, business leaders spin up new product lines, and people inside companies rewire workflows and build tools that fit their exact needs, typically at a fraction of what software used to cost. There’s a lot more to do. We will create the most intuitive platform to build and run a business. That means: - Understanding what success looks like for you, then helping you achieve it. Not only ensuring your software works but also that you can attract customers, improve workflows, and grow your company. - Deeper integrations that work with your existing tech stack so you can build the interface to your entire business across sales, ops, marketing, finance, etc. - Becoming the safest platform to build and run your business on, which means secured code by default and that you get help to make safe decisions. As you build, the platform carries more of the security weight, spotting risks and helping you close them, so you can move fast without needing to become a security expert. - Staying model-independent and orchestrating the best models for every task so you don’t have to. We’ll continue to absorb the complexity of evaluating and teaching models to route to the best ones in the background, to minimize cognitive load for our users. As more people depend on Lovable, the quality standards our team is driving increase every single day. We’re growing the team with people with a founder mindset: curious, ambitious, and who think end to end. Model training, product geniuses, infrastructure tinkerers, and security are the priority. The world is full of ambitious people with deep knowledge of problems worth solving. Very few of them have historically had the power to act on them. Our ambition is to give people that power, and then help them achieve more than they thought possible. Thank you to everyone who has followed along our journey. Thank you to Menlo Ventures for leading, the Scaleup Europe Fund (managed by EQT Group) for co-leading, and all of the new and returning investors who recognize our global ambitions and will help make them a reality. We have made a lot of progress but we are nowhere close to done, it’s still day zero. See our blog:$

Lovable just raised $400M at a $13.3B valuation to build the business that helps build businesses. Apps built on Lovable now get 900M visits every month, and we’ve quadrupled ARR in the last 12 months. Since we started, Lovable has become the place where founders create million dollar businesses, business leaders spin up new product lines, and people inside companies rewire workflows and build tools that fit their exact needs, typically at a fraction of what software used to cost. There’s a lot more to do. We will create the most intuitive platform to build and run a business. That means: - Understanding what success looks like for you, then helping you achieve it. Not only ensuring your software works but also that you can attract customers, improve workflows, and grow your company. - Deeper integrations that work with your existing tech stack so you can build the interface to your entire business across sales, ops, marketing, finance, etc. - Becoming the safest platform to build and run your business on, which means secured code by default and that you get help to make safe decisions. As you build, the platform carries more of the security weight, spotting risks and helping you close them, so you can move fast without needing to become a security expert. - Staying model-independent and orchestrating the best models for every task so you don’t have to. We’ll continue to absorb the complexity of evaluating and teaching models to route to the best ones in the background, to minimize cognitive load for our users. As more people depend on Lovable, the quality standards our team is driving increase every single day. We’re growing the team with people with a founder mindset: curious, ambitious, and who think end to end. Model training, product geniuses, infrastructure tinkerers, and security are the priority. The world is full of ambitious people with deep knowledge of problems worth solving. Very few of them have historically had the power to act on them. Our ambition is to give people that power, and then help them achieve more than they thought possible. Thank you to everyone who has followed along our journey. Thank you to Menlo Ventures for leading, the Scaleup Europe Fund (managed by EQT Group) for co-leading, and all of the new and returning investors who recognize our global ambitions and will help make them a reality. We have made a lot of progress but we are nowhere close to done, it’s still day zero. See our blog:

Anton Osika

608,330 次观看 • 5 天前

In two years, every new tech company will run on a CRM you can vibe code to fit your business. This CRM will not be built from scratch on a coding platform though. It will be built on top of managed infrastructure with complete data capture, indices designed for LLMs to understand the whole picture, clean APIs, curated UI frameworks designed for selling, enterprise-grade security, and come with 24/7 support. You’ll instruct the agent using natural language and it will write the code + run it for you. That’s what we’re building at Lightfield and today we’re announcing step two of our plan - code execution. You can now ask your agent to build programs, artifacts, and run complex analysis instantly. It does this by writing and running Python in a high performance sandbox using full customer memory — including every email, meeting, and note that Lightfield has captured — and reasoning across every relationship to deliver high quality work. Ask your agent to build a competitive battle card before a call tomorrow. It pulls positioning, objections, and win/loss patterns from real conversations. Ask it to flag every open deal where your champion's engagement has dropped or sentiment has shifted. It reads across every conversation and tells you where to focus. Ask it to build a pipeline review with charts and graphs for your board. It produces the whole thing in minutes. Here’s what we did with it this week: → We asked our agent to grade our sales team on discovery, rapport, and closing. It gave a structured scorecard with specific examples from real conversations. → Our GTM team asked the agent to build a plan to expand one of our enterprise customers. It pulled competitive threats, upsell paths, stakeholder mapping, and a phased execution plan — in minutes. → We used it to find every feature request from the last quarter that our engineering team has since shipped, and draft a personalized follow-up to each customer using their original words. It closed loops across dozens of accounts that would have taken days to track down manually This is the first step towards building any custom GTM workflow in natural language on top of what Lightfield knows about your business - a world model built from every single interaction your team has had with customers.

In two years, every new tech company will run on a CRM you can vibe code to fit your business. This CRM will not be built from scratch on a coding platform though. It will be built on top of managed infrastructure with complete data capture, indices designed for LLMs to understand the whole picture, clean APIs, curated UI frameworks designed for selling, enterprise-grade security, and come with 24/7 support. You’ll instruct the agent using natural language and it will write the code + run it for you. That’s what we’re building at Lightfield and today we’re announcing step two of our plan - code execution. You can now ask your agent to build programs, artifacts, and run complex analysis instantly. It does this by writing and running Python in a high performance sandbox using full customer memory — including every email, meeting, and note that Lightfield has captured — and reasoning across every relationship to deliver high quality work. Ask your agent to build a competitive battle card before a call tomorrow. It pulls positioning, objections, and win/loss patterns from real conversations. Ask it to flag every open deal where your champion's engagement has dropped or sentiment has shifted. It reads across every conversation and tells you where to focus. Ask it to build a pipeline review with charts and graphs for your board. It produces the whole thing in minutes. Here’s what we did with it this week: → We asked our agent to grade our sales team on discovery, rapport, and closing. It gave a structured scorecard with specific examples from real conversations. → Our GTM team asked the agent to build a plan to expand one of our enterprise customers. It pulled competitive threats, upsell paths, stakeholder mapping, and a phased execution plan — in minutes. → We used it to find every feature request from the last quarter that our engineering team has since shipped, and draft a personalized follow-up to each customer using their original words. It closed loops across dozens of accounts that would have taken days to track down manually This is the first step towards building any custom GTM workflow in natural language on top of what Lightfield knows about your business - a world model built from every single interaction your team has had with customers.

Keith Peiris

27,584 次观看 • 6 个月前

German Defense Minister Boris Pistorius: For almost four years, war has once again returned to Europe. The key to peace lies above all in Moscow. But there is no willingness there. Putin stages himself as someone who wants peace, but he is not serious. With every supposedly new attempt at peace, it is the same story all over again - like the film Groundhog Day. And while he pretends to seek peace, his actions tell a very different story. Missile and drone attacks come in ever greater numbers and with ever greater intensity. Terror against civilians escalates immediately. Our position on that [28-point] plan has been - and remains - absolutely clear: There must be no false peace. No dictated peace. No capitulation imposed on Ukraine. That would be disastrous - disastrous for Ukraine, and disastrous for Europe as well. A Ukraine defeated militarily or, even worse, pressured into defeat at the negotiating table - a humiliated Ukraine, a Ukraine internally destabilized under significant Russian influence - would pose a direct threat to Europe’s security. And that is precisely why we must not ease our support. Russia - the brutal and ruthless aggressor - must not succeed with its imperial ambitions. How must we proceed now? In my view, three points are decisive. First: Ukraine must not be forced to surrender territory. Let us be clear: this is not just about square kilometers. On that territory live millions of Ukrainians whose lives and freedom would be immediately endangered. Second: Ukraine must remain capable of defending itself in the future. This requires strong armed forces and credible, robust security guarantees - guarantees that truly protect, not the porous ones of the past thirty years. And this is why the role of the United States remains crucial. And third: until these conditions are met, we must continue our support. It is our responsibility to assist Ukraine financially, politically, and militarily - not as an end in itself and not out of altruism, but to enable Ukrainians to negotiate from a position of strength and achieve real negotiations, a real peace. These are decisive weeks for Ukraine. But they are also decisive weeks for all of us here in Europe. Ukraine’s future is closely bound up with our own - as Europeans and as Germans. If we cannot secure a lasting and just peace for Ukraine, then we will not secure our own long-term safety. And only if we do more for our own security in Europe will that security endure in the years ahead. 📹: Deutscher Bundestag

German Defense Minister Boris Pistorius: For almost four years, war has once again returned to Europe. The key to peace lies above all in Moscow. But there is no willingness there. Putin stages himself as someone who wants peace, but he is not serious. With every supposedly new attempt at peace, it is the same story all over again - like the film Groundhog Day. And while he pretends to seek peace, his actions tell a very different story. Missile and drone attacks come in ever greater numbers and with ever greater intensity. Terror against civilians escalates immediately. Our position on that [28-point] plan has been - and remains - absolutely clear: There must be no false peace. No dictated peace. No capitulation imposed on Ukraine. That would be disastrous - disastrous for Ukraine, and disastrous for Europe as well. A Ukraine defeated militarily or, even worse, pressured into defeat at the negotiating table - a humiliated Ukraine, a Ukraine internally destabilized under significant Russian influence - would pose a direct threat to Europe’s security. And that is precisely why we must not ease our support. Russia - the brutal and ruthless aggressor - must not succeed with its imperial ambitions. How must we proceed now? In my view, three points are decisive. First: Ukraine must not be forced to surrender territory. Let us be clear: this is not just about square kilometers. On that territory live millions of Ukrainians whose lives and freedom would be immediately endangered. Second: Ukraine must remain capable of defending itself in the future. This requires strong armed forces and credible, robust security guarantees - guarantees that truly protect, not the porous ones of the past thirty years. And this is why the role of the United States remains crucial. And third: until these conditions are met, we must continue our support. It is our responsibility to assist Ukraine financially, politically, and militarily - not as an end in itself and not out of altruism, but to enable Ukrainians to negotiate from a position of strength and achieve real negotiations, a real peace. These are decisive weeks for Ukraine. But they are also decisive weeks for all of us here in Europe. Ukraine’s future is closely bound up with our own - as Europeans and as Germans. If we cannot secure a lasting and just peace for Ukraine, then we will not secure our own long-term safety. And only if we do more for our own security in Europe will that security endure in the years ahead. 📹: Deutscher Bundestag

Anton Gerashchenko

82,878 次观看 • 8 个月前

Glazyev: To Halt Western “Hybrid War,” Eurasia Must Cut Off Financing for NATO’s Military Machine MINSK – In a sweeping strategic address, Russian State Secretary Sergey Glazyev declared that the path to peace and security for Eurasia requires a financial and technological “divorce” from the West, explicitly framing the continued use of NATO currencies as direct financing for a “global hybrid war” waged against them. Speaking at the III Minsk International Conference on Eurasian Security, Glazyev presented a stark geopolitical choice. “Our conference is called ‘Global Disorder,’” he began. “However, we observe disorder only to the west of Belarus. To the east of Minsk and in Belarus itself, everything is in order… The center of the world economy is shifting to Asia. Here, the core of a new world economic order is forming. And our Western adversaries do not like this at all.” The Core Mechanism: How Eurasia Finances Its Own Oppression Glazyev’s central thesis was that the current financial architecture directly fuels Western militarism. He laid out a precise economic argument, stating that NATO’s $1.5 trillion in military spending is funded by debt, which is in turn financed by the global use of its currencies. “The easiest way to stop the arms race is by ceasing the use of NATO countries’ currencies,” he stated unequivocally. “Because to the extent that we use the dollar, euro, and pound, we finance their defense expenses.” He provided a staggering figure: “The total volume of [Western] monetary issuance last year was five trillion dollars. Of this, two and a half trillion dollars is what the Eurasian states, among others, have taken on. If we stop using these currencies… we will practically halve the financial potential of the global hybrid war.” He called for a complete purge of Western currencies from internal circulation, noting that in Russia alone, entities hold “$600 billion in foreign currency loans,” which he labeled an undermining of economic security. The Ethical Battlefield: Lies, Theft, and a New Moral Charter Glazyev contrasted what he called the West’s “banditry and theft” with a shared ethical core among Eurasian nations. He pointed to the Minsk agreements on Ukraine as an example of Western deception, accusing Western leaders of negotiating with a “hidden agenda.” “In the US, their satellites have completely destroyed international law… The World Trade Organization is not functioning, the norms of the global financial system are violated, and the generally accepted norms of business ethics are ignored,” he said, endorsing the Belarusian-led “Charter of Multipolarity and Diversity” as the ethical alternative. He announced concrete steps to build this new system, revealing that work is “already underway to create a large social network that would unite hundreds of millions, maybe billions of citizens, who are ready to adhere to traditional norms, ethics, and follow their commitments.” The Digital Front: From Cyber-Terrorism to Technological Sovereignty Identifying information security as a critical battleground, Glazyev accused NATO of “systematically and consistently resort[ing] to cyber-terrorism,” including hacker attacks and embedding “software terminators.” He reiterated Russia’s long-standing push for an International Convention on combating cyber-terrorism, which he said the US and its satellites refuse to sign. “This means they are openly declaring that they will continue cyber-terrorism against anyone they consider their opponents.” As a countermeasure, he proposed a regional Eurasian convention that would include “an embargo on countries that do not join.” The Unifying Eurasian Vision Glazyev synthesized his argument into a definitive three-pillar strategy for security: “Thus, dear colleagues, the refusal to use the currencies of NATO countries, the refusal to use their computing equipment and information technologies, the creation of a social network and a union of moral and ethical common values, will give us the opportunity to form a truly strong foundation for Eurasian security.” He framed this foundation as the key to realizing Russian President Vladimir Putin’s vision of a “large Eurasian partnership” and a “common cooperation zone from Lisbon to Vladivostok.” Expressing confidence that a “common sense” faction in the EU—citing Hungary, Slovakia, and the Czech Republic—would eventually join, Glazyev concluded that these steps are a decisive contribution “to strengthening peace, cooperation, and security in Eurasia.” Video: AI-Generated Dub ⬇︎

Glazyev: To Halt Western “Hybrid War,” Eurasia Must Cut Off Financing for NATO’s Military Machine MINSK – In a sweeping strategic address, Russian State Secretary Sergey Glazyev declared that the path to peace and security for Eurasia requires a financial and technological “divorce” from the West, explicitly framing the continued use of NATO currencies as direct financing for a “global hybrid war” waged against them. Speaking at the III Minsk International Conference on Eurasian Security, Glazyev presented a stark geopolitical choice. “Our conference is called ‘Global Disorder,’” he began. “However, we observe disorder only to the west of Belarus. To the east of Minsk and in Belarus itself, everything is in order… The center of the world economy is shifting to Asia. Here, the core of a new world economic order is forming. And our Western adversaries do not like this at all.” The Core Mechanism: How Eurasia Finances Its Own Oppression Glazyev’s central thesis was that the current financial architecture directly fuels Western militarism. He laid out a precise economic argument, stating that NATO’s $1.5 trillion in military spending is funded by debt, which is in turn financed by the global use of its currencies. “The easiest way to stop the arms race is by ceasing the use of NATO countries’ currencies,” he stated unequivocally. “Because to the extent that we use the dollar, euro, and pound, we finance their defense expenses.” He provided a staggering figure: “The total volume of [Western] monetary issuance last year was five trillion dollars. Of this, two and a half trillion dollars is what the Eurasian states, among others, have taken on. If we stop using these currencies… we will practically halve the financial potential of the global hybrid war.” He called for a complete purge of Western currencies from internal circulation, noting that in Russia alone, entities hold “$600 billion in foreign currency loans,” which he labeled an undermining of economic security. The Ethical Battlefield: Lies, Theft, and a New Moral Charter Glazyev contrasted what he called the West’s “banditry and theft” with a shared ethical core among Eurasian nations. He pointed to the Minsk agreements on Ukraine as an example of Western deception, accusing Western leaders of negotiating with a “hidden agenda.” “In the US, their satellites have completely destroyed international law… The World Trade Organization is not functioning, the norms of the global financial system are violated, and the generally accepted norms of business ethics are ignored,” he said, endorsing the Belarusian-led “Charter of Multipolarity and Diversity” as the ethical alternative. He announced concrete steps to build this new system, revealing that work is “already underway to create a large social network that would unite hundreds of millions, maybe billions of citizens, who are ready to adhere to traditional norms, ethics, and follow their commitments.” The Digital Front: From Cyber-Terrorism to Technological Sovereignty Identifying information security as a critical battleground, Glazyev accused NATO of “systematically and consistently resort[ing] to cyber-terrorism,” including hacker attacks and embedding “software terminators.” He reiterated Russia’s long-standing push for an International Convention on combating cyber-terrorism, which he said the US and its satellites refuse to sign. “This means they are openly declaring that they will continue cyber-terrorism against anyone they consider their opponents.” As a countermeasure, he proposed a regional Eurasian convention that would include “an embargo on countries that do not join.” The Unifying Eurasian Vision Glazyev synthesized his argument into a definitive three-pillar strategy for security: “Thus, dear colleagues, the refusal to use the currencies of NATO countries, the refusal to use their computing equipment and information technologies, the creation of a social network and a union of moral and ethical common values, will give us the opportunity to form a truly strong foundation for Eurasian security.” He framed this foundation as the key to realizing Russian President Vladimir Putin’s vision of a “large Eurasian partnership” and a “common cooperation zone from Lisbon to Vladivostok.” Expressing confidence that a “common sense” faction in the EU—citing Hungary, Slovakia, and the Czech Republic—would eventually join, Glazyev concluded that these steps are a decisive contribution “to strengthening peace, cooperation, and security in Eurasia.” Video: AI-Generated Dub ⬇︎

🅰pocalypsis 🅰pocalypseos 🇷🇺 🇨🇳 🅉

20,609 次观看 • 9 个月前

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?

Ricardo

50,564 次观看 • 3 个月前

Finally, Ed Davey calls for the UK to join the EU Single Market 👏 "We meet at an extraordinary moment. Vladimir Putin is still waging war on our continent. Donald Trump's chaos in the Middle East goes on. And our government, our own government is paralysed by infighting, waiting for Makerfield to release them from their agony." "And yet, despite all that, standing with you here today, I feel hope. And not just about England's chances against Croatia tonight, but hope about our country's future." "Not hope because the path ahead is easy. It isn't. Not hope because everything will magically get better. It won't." "But hope because finally, after ten long, difficult years, I believe we can move on. We can finally fix the Brexit damage, end the Brexit chaos and get our country back on track." "Because the story the media won't tell you, as they fawn over the rise of Farage, as they hang on his every empty press conference, is that the country is with us. We hear it on the doorsteps, we see it in the polls, we feel it in our communities." "People are fed up. They've had enough. Enough of the chaos in government, the queues at ports, the queues at airports, the bills that just keep on going up." "They know the hard truth that most politicians won't admit. The Brexit experiment has failed. And it's failed all of us." "£90 billion a year. That's how much it's costing us all as taxpayers" "£90 billion every year, gone" "That's £250 million every single day. Taken away from our schools, our hospitals, our armed forces. Taken out of everyone's pockets in the form of unfair tax rises." "Not because of a pandemic, not because of a war, not because of some force of nature out of our control, but because of their Brexit experiment. Boris Johnson, Nigel Farage and the rest. An experiment that has now consumed a decade of British politics. That has tangled British businesses up in pointless red tape, that has pushed up prices for British families and that has left us all poorer." "Well, not all of us, apparently. Farage says that the five million he got from a crypto billionaire was his reward for Brexit. So when he said 'We'll be better off after Brexit,' it turns out he was using the royal we." "But friends, it's not only the economic and financial impact, as disastrous as those have been. It's the way they have poisoned our relationship with our nearest neighbours and friends, making it harder to work together on all the things we need to. Energy security and climate change, migration and refugees, AI, and above all, defence." "Britain has always been at its best when we stand tall with our European allies, not when we shut ourselves off. Now they promised us global Britain, but they have left us isolated at the worst possible time. Poorer, weaker and more insecure." "Their experiment has failed. We all know it. So it's time to move on." "But what do they say? The ones who caused all this. The people responsible. Farage and the Conservative Party. They say 'Tough.' They say you can't move on. They say you can't question Britain's relationship with Europe now. You can't dare to suggest there might be a better way. Doesn't matter how bad it gets, doesn't matter how much you're struggling. You just have to live with it, they say." "We say 'No.' We say Britain shouldn't have to live with a bad deal they've lumped us with. We say our country deserves far better than that." "Theirs is old thinking. It's 2016 thinking. The world has changed dramatically since then. It's time for us to change too. It's time for us to move on, move forward." "Just look around. Vladimir Putin is bombing schools and hospitals in Ukraine, murdering innocent civilians. He's testing NATO's resolve and setting his sights on the rest of Eastern Europe. He has shown that territorial conquest is not some relic of the distant past. It is happening now on European soil to our friends and our allies who share our values and our way of life." "And Donald Trump, he's torching the world economy for fun with his tariffs and his trade wars and now his actual war with Iran. He's ripping up the rules-based international order that generations of British leaders, American leaders, European leaders, painstakingly built after the Second World War. Trump threatening NATO, emboldening Putin and actively meddling in our democracies." "And then there's China, increasingly using trade supply chains and strategic dependencies as instruments of geopolitical competition." "And to add to all those political changes, there's the billionaire tech barons taking more and more control of our lives and our jobs with their empires of AI and social media, that no one nation can govern on its own." "The assumptions we have lived by for decades, that global trade would keep expanding, that international rules would broadly be respected, that our security would be underwritten by stable alliances. Those assumptions no longer hold. The world has changed more rapidly than at any time since the end of the Cold War. And our politics must change too." "Now we obviously can't turn to those who wrecked it. Farage and the Conservatives. They only want to make things worse. Even now, pushing for Brexit 2.0 with their plans to rip up the European Convention on Human Rights. They would just rerun all the old arguments, forcing Britain to replay the last ten years over and over in a never ending Brexit doom loop." "But nor, I'm afraid, can we look to Labour. Labour who failed to act with anything like the urgency this moment demands. Who don't seem to grasp the scale of the change we need in our relationship with Europe. Labour, who still kept us hemmed in the red lines they set more than five years ago. No single market, no customs union. Red lines they set before Putin invaded Ukraine, before Trump returned to the White House. Red lines that were wrong then and are even more wrong now." "The world has changed and it's time to move on. We cannot be trapped by that old thinking anymore. We have to look to the future. Not back to 2016 but to 2036 and beyond." "And that's why we're all here today, isn't it? Not because we are bitter about the past, but because we believe in a better future. Because we love our country and we know its brightest days still lie ahead." "We're here for our children and our grandchildren because we want them to inherit a country that is growing, that is confident, that is leading, not one that is shrinking, stagnating and standing alone." "That's what drives us. We're here because the world has changed, because the challenges we face to our economy, to our society and to our national defence are real and urgent. And because we believe Britain deserves ambition that matches the scale of this moment." "So what does that ambition look like? Well, first the government needs to drop those old red lines that stop us getting rid of the Conservatives' red tape. Those red lines are holding Britain back. They're hurting the British people and they are playing into the hands of Farage and Reform." "So my message to Andy Burnham, to Wes Streeting, to whoever the next Prime Minister may be, is drop those red lines. Drop them now." "If we do, we can move on from the torpor and timidity that has marked out Labour's approach to Europe so far. We can put an end to the endless talk of a reset that so far seems to just mean saying no more politely than the Conservatives did. And we can get on with properly fixing our relationship with Europe, for our economy, for our security, for our future." "Our party has led that debate for years. Last year, days before Trump took office, we set out plans for the UK to join a new customs union with the EU. And today I want to build on that and go further, much further." "Today we are calling for a new growth and defence partnership with the European Union. A new growth and defence partnership with the European Union. A bold new deal that will make Britain richer, safer and stronger, including a customs union, but also crucially taking Britain back into the single market." "Tearing down the barriers to trade. Ending the mountains of paperwork, the cost, the delays, the queues. Giving our young people the chance to study and work, live and love anywhere in the EU. Undoing the damage of the Johnson Farage Brexit deal that has held our economy back for so long." "Giving British businesses the certainty they need to invest, to hire and to grow. Giving Britain's economy the boost it needs after years of stagnation. Crucially, giving Britain's public finances a growth dividend. Tens of billions of pounds that we would use to cut the cost of living, to fix the NHS and to strengthen our armed forces." "And this new partnership must go beyond trade and growth. In the age of Putin, Xi and Trump, this must be about defence and security too. No country can be prosperous and free if it is not safe." "And Britain can help lead on defence in Europe as we have so decisively in the past. Despite the Conservatives' short-sighted cuts to our armed forces and Labour's chaos over investing in them now, Britain is still one of Europe's foremost military powers. We are a leading intelligence nation, a permanent member of the UN Security Council and the third-biggest contributor to NATO." "We should be using those strengths. We should be at the table, helping to shape Europe's security future, not watching from the sidelines. And Europe wants us at the table. They know they need our leadership on defence." "So let's seize the initiative from a position of strength to form a new partnership that strengthens both Britain's economy and our collective security. That is why our new partnership would be about defence as much as it is about growth." "That means financial cooperation through a new European rearmament bank, alongside securing UK access to the one hundred and fifty billion euro safe programme. It means joint defence procurement, creating jobs in Britain while strengthening our collective capabilities. It means deeper cooperation on intelligence, on cyber security and on protecting critical infrastructure." "It means working together on energy security so that none of us can be held hostage by an authoritarian regime turning off the gas. It means political cooperation through a new European Security Council with a permanent seat for the UK, ensuring that Europe can shoulder greater responsibility for its own security within NATO." "As Trump's actions remind us every day, that we cannot afford to rely so much on the United States. Friends, this is not a choice we can afford to dodge any longer. In the face of Putin's threats and Trump's unpredictability, a new defence pact with Europe, with allies on whom we can depend, allies who share our interests and our values, is frankly the only way to keep Britain safe and defend our values in a dangerous world." "A new defence pact with Europe is not a choice, it is a necessity. So let's get on with it." "That is the ambition we need when it comes to our relationship with Europe. No more tinkering around the edges of a bad deal. No more shackling ourselves to the arguments of the last ten years, but building something new. A partnership fit for the enormous challenges we face today." "A new growth and defence partnership with a new pact for our collective security. Forming a customs union, joining the single market. A new partnership to make us richer, safer and stronger." "I think it's the best hope our country has to stop the chaos and end the crisis. And, my friends, it is the biggest step we could take now back towards membership of the EU." "And there's another big step we need to take too. Defeating Nigel Farage and Reform. We have to stop them from turning our United Kingdom into their version of Trump's America." "And here's the point. Until we do defeat them, many in Europe will not countenance Britain joining." "Let's remember why this matters, why it's so crucial for Britain to be there at the heart of Europe, at the table with our nearest neighbours." "I've been privileged to see it for myself, the power we have when Britain leads in Europe. When Vladimir Putin invaded Crimea in 2014, we recognised then that the way to defeat him would be to get Europe off its dependence on Russian oil and gas, to take away the money that was funding his aggression, to bankrupt the Russian war machine." "So I led Britain's efforts to bring Europe together behind that common cause, and we succeeded. We wrote Europe's energy security strategy. Britain did that, sitting at the table, leading in Europe." "But then, instead of seeing it through, the Conservatives walked away. They gave up Britain's seat at the table. They locked us out of those discussions at the worst possible time." "Just imagine where we could be now if Britain had continued to lead on energy security. Imagine how much weaker Putin would be now. Imagine how much safer Ukraine and the rest of Europe, including Britain, would be now. What a terrible waste. What an indictment of the Conservatives." "And that is why I am so determined to get us back at the table, back at the heart of Europe. Britain leading again." "Now I want to speak for a moment about the bigger picture. Because our ambition is not limited to Europe alone. It's about Britain's place in the world." "The old assumption that trade, security and prosperity could be treated as separate issues no longer holds. Supply chains can be disrupted. Energy can be weaponised. Economic security and national security are now inseparable." "At a time when authoritarian powers are doing so much to undermine our security, democratic nations must work more closely together to enhance it. As Mark Carney said in Davos, middle powers must act together, because if we're not at the table, we're on the menu. He is right." "Fixing our relationship with Europe is the essential foundation, but it's not the ceiling. The UK can be an incredible force for good when it stands tall on the world stage. Our history, our alliances and our relationships across every continent gives us a unique position for us to act as a bridge, not just between Europe and the US but between Europe and the whole wider democratic world." "We are here because we believe that our country and our people thrive when we are open and outward looking. That is Britain at its best. Not a small inward looking island clinging to the wreckage of a failed experiment, but a leader, a convening power, a country that helps shape the international order rather than being buffeted by it." "That is the Britain we can be." "But friends, I want to be honest with you about the task ahead. What we are proposing is bold. It is ambitious. It requires courage, requires leadership. And it will not happen without all of us." "We know the obstacles we face, the arguments ahead, the opponents who would rather replay the last ten years instead of moving on from them. Who will tell us we can't even talk about a new deal with Europe, let alone make one. The politicians who will claim change isn't possible because the status quo works for them. But it doesn't work for anyone else." "So our job is to get out there and show people that change is possible, that it doesn't have to be like this, that there is a way forward. A better future for our country. Leading in Europe once again." "This isn't just because we believe in Europe. It's not just about friendship or shared history, or the fact that a divided Europe has always ended in misery. Fixing it is about us, our country, our future, our hopes and our dreams." "Britain needs a new plan. A plan for growth, for jobs, for defence. A plan to give our children the better future they deserve. A new deal with Europe. The only way to fix the cost of living crisis. The only way to get our country back on track." "So let us stand together. Let us end the chaos. Let us show the world what Britain can be. Not a small island clinging to a failed experiment, but a leader, open, outward looking. At the table, not on the menu." "A Britain that is richer, safer and stronger. That is the future we are fighting for." " Thank you. Thank you very much."

Finally, Ed Davey calls for the UK to join the EU Single Market 👏 "We meet at an extraordinary moment. Vladimir Putin is still waging war on our continent. Donald Trump's chaos in the Middle East goes on. And our government, our own government is paralysed by infighting, waiting for Makerfield to release them from their agony." "And yet, despite all that, standing with you here today, I feel hope. And not just about England's chances against Croatia tonight, but hope about our country's future." "Not hope because the path ahead is easy. It isn't. Not hope because everything will magically get better. It won't." "But hope because finally, after ten long, difficult years, I believe we can move on. We can finally fix the Brexit damage, end the Brexit chaos and get our country back on track." "Because the story the media won't tell you, as they fawn over the rise of Farage, as they hang on his every empty press conference, is that the country is with us. We hear it on the doorsteps, we see it in the polls, we feel it in our communities." "People are fed up. They've had enough. Enough of the chaos in government, the queues at ports, the queues at airports, the bills that just keep on going up." "They know the hard truth that most politicians won't admit. The Brexit experiment has failed. And it's failed all of us." "£90 billion a year. That's how much it's costing us all as taxpayers" "£90 billion every year, gone" "That's £250 million every single day. Taken away from our schools, our hospitals, our armed forces. Taken out of everyone's pockets in the form of unfair tax rises." "Not because of a pandemic, not because of a war, not because of some force of nature out of our control, but because of their Brexit experiment. Boris Johnson, Nigel Farage and the rest. An experiment that has now consumed a decade of British politics. That has tangled British businesses up in pointless red tape, that has pushed up prices for British families and that has left us all poorer." "Well, not all of us, apparently. Farage says that the five million he got from a crypto billionaire was his reward for Brexit. So when he said 'We'll be better off after Brexit,' it turns out he was using the royal we." "But friends, it's not only the economic and financial impact, as disastrous as those have been. It's the way they have poisoned our relationship with our nearest neighbours and friends, making it harder to work together on all the things we need to. Energy security and climate change, migration and refugees, AI, and above all, defence." "Britain has always been at its best when we stand tall with our European allies, not when we shut ourselves off. Now they promised us global Britain, but they have left us isolated at the worst possible time. Poorer, weaker and more insecure." "Their experiment has failed. We all know it. So it's time to move on." "But what do they say? The ones who caused all this. The people responsible. Farage and the Conservative Party. They say 'Tough.' They say you can't move on. They say you can't question Britain's relationship with Europe now. You can't dare to suggest there might be a better way. Doesn't matter how bad it gets, doesn't matter how much you're struggling. You just have to live with it, they say." "We say 'No.' We say Britain shouldn't have to live with a bad deal they've lumped us with. We say our country deserves far better than that." "Theirs is old thinking. It's 2016 thinking. The world has changed dramatically since then. It's time for us to change too. It's time for us to move on, move forward." "Just look around. Vladimir Putin is bombing schools and hospitals in Ukraine, murdering innocent civilians. He's testing NATO's resolve and setting his sights on the rest of Eastern Europe. He has shown that territorial conquest is not some relic of the distant past. It is happening now on European soil to our friends and our allies who share our values and our way of life." "And Donald Trump, he's torching the world economy for fun with his tariffs and his trade wars and now his actual war with Iran. He's ripping up the rules-based international order that generations of British leaders, American leaders, European leaders, painstakingly built after the Second World War. Trump threatening NATO, emboldening Putin and actively meddling in our democracies." "And then there's China, increasingly using trade supply chains and strategic dependencies as instruments of geopolitical competition." "And to add to all those political changes, there's the billionaire tech barons taking more and more control of our lives and our jobs with their empires of AI and social media, that no one nation can govern on its own." "The assumptions we have lived by for decades, that global trade would keep expanding, that international rules would broadly be respected, that our security would be underwritten by stable alliances. Those assumptions no longer hold. The world has changed more rapidly than at any time since the end of the Cold War. And our politics must change too." "Now we obviously can't turn to those who wrecked it. Farage and the Conservatives. They only want to make things worse. Even now, pushing for Brexit 2.0 with their plans to rip up the European Convention on Human Rights. They would just rerun all the old arguments, forcing Britain to replay the last ten years over and over in a never ending Brexit doom loop." "But nor, I'm afraid, can we look to Labour. Labour who failed to act with anything like the urgency this moment demands. Who don't seem to grasp the scale of the change we need in our relationship with Europe. Labour, who still kept us hemmed in the red lines they set more than five years ago. No single market, no customs union. Red lines they set before Putin invaded Ukraine, before Trump returned to the White House. Red lines that were wrong then and are even more wrong now." "The world has changed and it's time to move on. We cannot be trapped by that old thinking anymore. We have to look to the future. Not back to 2016 but to 2036 and beyond." "And that's why we're all here today, isn't it? Not because we are bitter about the past, but because we believe in a better future. Because we love our country and we know its brightest days still lie ahead." "We're here for our children and our grandchildren because we want them to inherit a country that is growing, that is confident, that is leading, not one that is shrinking, stagnating and standing alone." "That's what drives us. We're here because the world has changed, because the challenges we face to our economy, to our society and to our national defence are real and urgent. And because we believe Britain deserves ambition that matches the scale of this moment." "So what does that ambition look like? Well, first the government needs to drop those old red lines that stop us getting rid of the Conservatives' red tape. Those red lines are holding Britain back. They're hurting the British people and they are playing into the hands of Farage and Reform." "So my message to Andy Burnham, to Wes Streeting, to whoever the next Prime Minister may be, is drop those red lines. Drop them now." "If we do, we can move on from the torpor and timidity that has marked out Labour's approach to Europe so far. We can put an end to the endless talk of a reset that so far seems to just mean saying no more politely than the Conservatives did. And we can get on with properly fixing our relationship with Europe, for our economy, for our security, for our future." "Our party has led that debate for years. Last year, days before Trump took office, we set out plans for the UK to join a new customs union with the EU. And today I want to build on that and go further, much further." "Today we are calling for a new growth and defence partnership with the European Union. A new growth and defence partnership with the European Union. A bold new deal that will make Britain richer, safer and stronger, including a customs union, but also crucially taking Britain back into the single market." "Tearing down the barriers to trade. Ending the mountains of paperwork, the cost, the delays, the queues. Giving our young people the chance to study and work, live and love anywhere in the EU. Undoing the damage of the Johnson Farage Brexit deal that has held our economy back for so long." "Giving British businesses the certainty they need to invest, to hire and to grow. Giving Britain's economy the boost it needs after years of stagnation. Crucially, giving Britain's public finances a growth dividend. Tens of billions of pounds that we would use to cut the cost of living, to fix the NHS and to strengthen our armed forces." "And this new partnership must go beyond trade and growth. In the age of Putin, Xi and Trump, this must be about defence and security too. No country can be prosperous and free if it is not safe." "And Britain can help lead on defence in Europe as we have so decisively in the past. Despite the Conservatives' short-sighted cuts to our armed forces and Labour's chaos over investing in them now, Britain is still one of Europe's foremost military powers. We are a leading intelligence nation, a permanent member of the UN Security Council and the third-biggest contributor to NATO." "We should be using those strengths. We should be at the table, helping to shape Europe's security future, not watching from the sidelines. And Europe wants us at the table. They know they need our leadership on defence." "So let's seize the initiative from a position of strength to form a new partnership that strengthens both Britain's economy and our collective security. That is why our new partnership would be about defence as much as it is about growth." "That means financial cooperation through a new European rearmament bank, alongside securing UK access to the one hundred and fifty billion euro safe programme. It means joint defence procurement, creating jobs in Britain while strengthening our collective capabilities. It means deeper cooperation on intelligence, on cyber security and on protecting critical infrastructure." "It means working together on energy security so that none of us can be held hostage by an authoritarian regime turning off the gas. It means political cooperation through a new European Security Council with a permanent seat for the UK, ensuring that Europe can shoulder greater responsibility for its own security within NATO." "As Trump's actions remind us every day, that we cannot afford to rely so much on the United States. Friends, this is not a choice we can afford to dodge any longer. In the face of Putin's threats and Trump's unpredictability, a new defence pact with Europe, with allies on whom we can depend, allies who share our interests and our values, is frankly the only way to keep Britain safe and defend our values in a dangerous world." "A new defence pact with Europe is not a choice, it is a necessity. So let's get on with it." "That is the ambition we need when it comes to our relationship with Europe. No more tinkering around the edges of a bad deal. No more shackling ourselves to the arguments of the last ten years, but building something new. A partnership fit for the enormous challenges we face today." "A new growth and defence partnership with a new pact for our collective security. Forming a customs union, joining the single market. A new partnership to make us richer, safer and stronger." "I think it's the best hope our country has to stop the chaos and end the crisis. And, my friends, it is the biggest step we could take now back towards membership of the EU." "And there's another big step we need to take too. Defeating Nigel Farage and Reform. We have to stop them from turning our United Kingdom into their version of Trump's America." "And here's the point. Until we do defeat them, many in Europe will not countenance Britain joining." "Let's remember why this matters, why it's so crucial for Britain to be there at the heart of Europe, at the table with our nearest neighbours." "I've been privileged to see it for myself, the power we have when Britain leads in Europe. When Vladimir Putin invaded Crimea in 2014, we recognised then that the way to defeat him would be to get Europe off its dependence on Russian oil and gas, to take away the money that was funding his aggression, to bankrupt the Russian war machine." "So I led Britain's efforts to bring Europe together behind that common cause, and we succeeded. We wrote Europe's energy security strategy. Britain did that, sitting at the table, leading in Europe." "But then, instead of seeing it through, the Conservatives walked away. They gave up Britain's seat at the table. They locked us out of those discussions at the worst possible time." "Just imagine where we could be now if Britain had continued to lead on energy security. Imagine how much weaker Putin would be now. Imagine how much safer Ukraine and the rest of Europe, including Britain, would be now. What a terrible waste. What an indictment of the Conservatives." "And that is why I am so determined to get us back at the table, back at the heart of Europe. Britain leading again." "Now I want to speak for a moment about the bigger picture. Because our ambition is not limited to Europe alone. It's about Britain's place in the world." "The old assumption that trade, security and prosperity could be treated as separate issues no longer holds. Supply chains can be disrupted. Energy can be weaponised. Economic security and national security are now inseparable." "At a time when authoritarian powers are doing so much to undermine our security, democratic nations must work more closely together to enhance it. As Mark Carney said in Davos, middle powers must act together, because if we're not at the table, we're on the menu. He is right." "Fixing our relationship with Europe is the essential foundation, but it's not the ceiling. The UK can be an incredible force for good when it stands tall on the world stage. Our history, our alliances and our relationships across every continent gives us a unique position for us to act as a bridge, not just between Europe and the US but between Europe and the whole wider democratic world." "We are here because we believe that our country and our people thrive when we are open and outward looking. That is Britain at its best. Not a small inward looking island clinging to the wreckage of a failed experiment, but a leader, a convening power, a country that helps shape the international order rather than being buffeted by it." "That is the Britain we can be." "But friends, I want to be honest with you about the task ahead. What we are proposing is bold. It is ambitious. It requires courage, requires leadership. And it will not happen without all of us." "We know the obstacles we face, the arguments ahead, the opponents who would rather replay the last ten years instead of moving on from them. Who will tell us we can't even talk about a new deal with Europe, let alone make one. The politicians who will claim change isn't possible because the status quo works for them. But it doesn't work for anyone else." "So our job is to get out there and show people that change is possible, that it doesn't have to be like this, that there is a way forward. A better future for our country. Leading in Europe once again." "This isn't just because we believe in Europe. It's not just about friendship or shared history, or the fact that a divided Europe has always ended in misery. Fixing it is about us, our country, our future, our hopes and our dreams." "Britain needs a new plan. A plan for growth, for jobs, for defence. A plan to give our children the better future they deserve. A new deal with Europe. The only way to fix the cost of living crisis. The only way to get our country back on track." "So let us stand together. Let us end the chaos. Let us show the world what Britain can be. Not a small island clinging to a failed experiment, but a leader, open, outward looking. At the table, not on the menu." "A Britain that is richer, safer and stronger. That is the future we are fighting for." " Thank you. Thank you very much."

Farrukh

10,909 次观看 • 2 个月前

🚨 a16z a16z speedrun 🧊 applications are now open! we invest up to $1M in new start-ups building at the frontier - but that's just the start. beyond the investment, founders join a legendary community, work with our world-class operating team, and tap into the a16z network. details below: 1) the founder community - starting a new company is an emotional rollercoaster - being able to talk to founders on a similar journey can make it a bit less lonely - Speedrun is a tight-knit community of founders who support one another closely - providing advice, design partners, talent referrals, even investing in one another’s startups - during the program, we open up the a16z offices in SF and LA to founders as coworking space. dozens of founders work alongside each other before establishing their own offices - we have an alumni community >600 strong that come together every quarter through reunions and events at Tech Week 2) the a16z operating team - our operating team is a team of experts at the top of their field who provide specialized programs and hands-on support to founders. a few examples of how we help Speedrun founders: a) recruiting support to assemble and scale your team - direct intros to top talent in AI research, ML, full stack engineering, etc b) people support on US immigration and comp guidance for new hires / advisors c) GTM support on finding design partners and over $5M in credits on cloud, AI, and software spend d) marketing programs to build your brand and craft the perfect launch video to showcase your product e) capital networks support to refine your pitch deck and connect you to hundreds of prospective investors at demo day - many founders consider our operating team to be an extension of their own team in impact and how closely they work together 3) the a16z network - a16z as a firm has massive breadth and scale - we invest in and have networks across AI, bio/health, consumer, crypto, enterprise, fintech, games, infrastructure, american dynamism, and more - our network provides our founders an unfair advantage - it’s a rolodex they can tap into for intros to potential customers, employees, partners, and investors - providing a sense of power and reach you dont usually build until you're much farther along we know the best founders have many choices. if you’re setting out to build a generational company - we're confident you'll get unparalleled operating support, networks, & community from a16z Speedrun - all from day 0 if this sounds exciting, check out the link below!

Jon Lai

784,248 次观看 • 11 个月前

🤗 Excited to launch the new ALX Applied AI Program #ALX_AI - A Pioneering Initiative for ALX Graduates! 🌟🚀🤖 In today's rapidly evolving world, where Artificial Intelligence (AI) is reshaping the very fabric of society, staying ahead in the technology curve is not just an advantage, it's a necessity. Embracing this transformative era, we are excited to unveil the ALX Applied AI Program #ALX_AI, a unique and visionary initiative meticulously designed by Kalkidan Betre and I. This program emerges from a profound understanding that AI is the future – a future where the statement "AI will not take your job, but someone who uses AI will" becomes an undeniable reality. We aim to equip a new generation of professionals, not just with a superficial grasp of AI, but with a deep, practical understanding that enables them to drive innovation across various sectors, from healthcare to finance. The essence of the Applied AI Program #ALX_AI lies in its approach: to make AI accessible and understandable to everyone, irrespective of their coding background. It's more than just a course; it's a comprehensive journey through AI, offering weekly hands-on projects on practical AI tools, supplemented by a wealth of written tutorials and video guides. This program is tailored to illuminate the myriad aspects of AI, ensuring each student grasps its concepts fully and can apply them in real-world scenarios. Again: no coding background is required! Our first project, "Creating a Deepfake Video - The Trailer," is not only an engaging introduction to AI's capabilities but also a critical lesson in the ethical application of these technologies. We emphasize the responsible use of AI, instilling in our students the importance of consent, integrity, and purposeful creation. In recognition of the dedication and achievements of our ALX Africa graduates (#ALX_SE and all others), we are initially launching this program exclusively for them, and at no charge. This beta phase is an opportunity for ALX alumni to pioneer in this innovative realm, setting the stage for future expansions to include a wider audience. So today, we invite our ALX graduates to be part of this groundbreaking initiative: your journey into the world of AI starts here, a journey where you don't just learn about AI but become an integral part of the AI revolution. It's an opportunity to harness AI as a tool for innovation, creativity, and problem-solving – skills that are essential in the job market of today and tomorrow. If you're an alumnus of any ALX program, watch your inbox for an invitation. We're sending these invites to the email you used during your ALX program. (Haven't seen it yet? Please check your spam folder.) Or directly go to , click "Get Started" and check your inbox (and spam box). For those who have not had the privilege of being part of ALX but are eager to dive into the world of AI, we haven't forgotten you. Join the waitlist here: and be the first to know when we open our doors to a wider audience. Embrace AI, Embrace the Future! Enjoy! 🌐 Stay Connected, Stay Updated: Follow Kalkidan Betre and I for more insights and project previews.

🤗 Excited to launch the new ALX Applied AI Program #ALX_AI - A Pioneering Initiative for ALX Graduates! 🌟🚀🤖 In today's rapidly evolving world, where Artificial Intelligence (AI) is reshaping the very fabric of society, staying ahead in the technology curve is not just an advantage, it's a necessity. Embracing this transformative era, we are excited to unveil the ALX Applied AI Program #ALX_AI, a unique and visionary initiative meticulously designed by Kalkidan Betre and I. This program emerges from a profound understanding that AI is the future – a future where the statement "AI will not take your job, but someone who uses AI will" becomes an undeniable reality. We aim to equip a new generation of professionals, not just with a superficial grasp of AI, but with a deep, practical understanding that enables them to drive innovation across various sectors, from healthcare to finance. The essence of the Applied AI Program #ALX_AI lies in its approach: to make AI accessible and understandable to everyone, irrespective of their coding background. It's more than just a course; it's a comprehensive journey through AI, offering weekly hands-on projects on practical AI tools, supplemented by a wealth of written tutorials and video guides. This program is tailored to illuminate the myriad aspects of AI, ensuring each student grasps its concepts fully and can apply them in real-world scenarios. Again: no coding background is required! Our first project, "Creating a Deepfake Video - The Trailer," is not only an engaging introduction to AI's capabilities but also a critical lesson in the ethical application of these technologies. We emphasize the responsible use of AI, instilling in our students the importance of consent, integrity, and purposeful creation. In recognition of the dedication and achievements of our ALX Africa graduates (#ALX_SE and all others), we are initially launching this program exclusively for them, and at no charge. This beta phase is an opportunity for ALX alumni to pioneer in this innovative realm, setting the stage for future expansions to include a wider audience. So today, we invite our ALX graduates to be part of this groundbreaking initiative: your journey into the world of AI starts here, a journey where you don't just learn about AI but become an integral part of the AI revolution. It's an opportunity to harness AI as a tool for innovation, creativity, and problem-solving – skills that are essential in the job market of today and tomorrow. If you're an alumnus of any ALX program, watch your inbox for an invitation. We're sending these invites to the email you used during your ALX program. (Haven't seen it yet? Please check your spam folder.) Or directly go to , click "Get Started" and check your inbox (and spam box). For those who have not had the privilege of being part of ALX but are eager to dive into the world of AI, we haven't forgotten you. Join the waitlist here: and be the first to know when we open our doors to a wider audience. Embrace AI, Embrace the Future! Enjoy! 🌐 Stay Connected, Stay Updated: Follow Kalkidan Betre and I for more insights and project previews.

Julien Barbier 🙃❤️🏴‍☠️

46,422 次观看 • 2 年前

Micron is going to be a $4,000 stock and the CEO just told you exactly why in one interview (Save this). Micron is no longer a chip company but rather a America's monopoly on the most strategically critical material in the AI buildout. It's the only western company manufacturing memory at advanced nodes, sitting on $200 billion in committed domestic capex, with every unit of its highest value product already sold. let's start with the supply reality, Mehrotra said Micron can currently meet only 50% to two thirds of the demand from its key customers. That shortage will last well beyond 2027, and meaningful new supply from anyone in the industry does not arrive until 2028 at the earliest. Two more years of demand outpacing supply in a market growing 168% year over year and that is the floor on the bull case. Now layer on what makes this cycle structurally different from every one before it. Micron is the only American memory manufacturer on earth, Samsung and SK Hynix are South Korean. In a world where AI infrastructure has become a declared national security priority where Commerce Secretary Lutnick and Trade Ambassador Greer personally showed up to a fab dedication in Manassas, Virginia being the only US memory company is not just a competitive advantage. It is a government backed structural monopoly on the most critical input to the US AI buildout, backed by $6.2 billion in CHIPS Act subsidies across Idaho, New York, and Virginia. The $200 billion buildout spans Manassas for DDR4 defense and industrial memory, Boise for leading-edge DRAM with first wafers out mid 2027, a second Boise HBM fab with first wafers by end of 2028, and the Syracuse megafab, the largest semiconductor facility in US history, breaking ground January 2026 with up to four fabs over time. Combined, these sites take Micron's domestic production from 10% of its total output today to 40% over the next decade, and create 90,000 jobs in the process. The business model transformation is the real story. Come join Milk Road Pro for our full breakdown, our complete Micron valuation model incorporating the $200 billion domestic buildout and our entire AI thesis. Link below.

Micron is going to be a $4,000 stock and the CEO just told you exactly why in one interview (Save this). Micron is no longer a chip company but rather a America's monopoly on the most strategically critical material in the AI buildout. It's the only western company manufacturing memory at advanced nodes, sitting on $200 billion in committed domestic capex, with every unit of its highest value product already sold. let's start with the supply reality, Mehrotra said Micron can currently meet only 50% to two thirds of the demand from its key customers. That shortage will last well beyond 2027, and meaningful new supply from anyone in the industry does not arrive until 2028 at the earliest. Two more years of demand outpacing supply in a market growing 168% year over year and that is the floor on the bull case. Now layer on what makes this cycle structurally different from every one before it. Micron is the only American memory manufacturer on earth, Samsung and SK Hynix are South Korean. In a world where AI infrastructure has become a declared national security priority where Commerce Secretary Lutnick and Trade Ambassador Greer personally showed up to a fab dedication in Manassas, Virginia being the only US memory company is not just a competitive advantage. It is a government backed structural monopoly on the most critical input to the US AI buildout, backed by $6.2 billion in CHIPS Act subsidies across Idaho, New York, and Virginia. The $200 billion buildout spans Manassas for DDR4 defense and industrial memory, Boise for leading-edge DRAM with first wafers out mid 2027, a second Boise HBM fab with first wafers by end of 2028, and the Syracuse megafab, the largest semiconductor facility in US history, breaking ground January 2026 with up to four fabs over time. Combined, these sites take Micron's domestic production from 10% of its total output today to 40% over the next decade, and create 90,000 jobs in the process. The business model transformation is the real story. Come join Milk Road Pro for our full breakdown, our complete Micron valuation model incorporating the $200 billion domestic buildout and our entire AI thesis. Link below.

Milk Road AI

235,568 次观看 • 2 个月前

To our community, clients, and partners, We are closing the year with clarity. This has been Brickken’s best year. We began by announcing a 2.5m raise backed by venture capital firms that invested in execution, not noise. We used that capital to do what matters in this industry: ship product, secure strategic distribution, and build infrastructure that institutions can rely on. This year Brickken became an official tokenization provider for ecosystems such as MANTRA | The EVM L1 for RWAs and XDC Network . These are not symbolic partnerships. They are aligned networks with real demand, long term relevance, and a clear path to institutional scale. We chose partners that are building on chain capital markets, and we are building with them. We also delivered the full product stack. • Our web application is live and production ready. • Our white label platform is live for institutions that need brand control and compliant operations. • Our API is live for teams that require deep integration into existing systems. Brickken is not a promise. It is operational infrastructure. That execution turned into measurable traction. We closed the year with 41m in TVL and surpassed 100 active clients. These are real businesses deploying real assets, running real issuance flows, and building long term programs on Brickken . Tokenization is no longer a concept. It is becoming financial infrastructure, and Brickken is already operating in that reality. The market context matters. Crypto markets faced pressure and the BKN token moved with the cycle. That is not unique to Brickken, it is systemic. What matters is how a company performs when conditions are not easy. We stayed disciplined. We kept shipping. We kept onboarding. We protected the long term plan. This is where our community proved its strength. Your commitment is not passive support, it is a strategic advantage. • The token matters because it is part of the ecosystem we are building. • Our clients matter because they validate product market fit with capital and repetition. • Our partners matter because they expand distribution and credibility. Together, this forms a single system built on trust, alignment, and execution. Now to what comes next. 2026 is the year Brickken steps into leadership. We are contributing to the standards that will define the market, including ERC 7943, because leadership belongs to the builders who shape the rules and deliver the rails. Brickken has a voice in this ecosystem, and it is increasingly referenced and followed for one reason: we execute. We have what it takes to lead at scale. • The team. • The know how. • The product. • The treasuries. • The institutional relationships. • The discipline to keep building through any cycle. We always said we wanted to be a tokenization platform. That ambition has matured. Now the objective is unambiguous: To become the tokenization platform. Competitors can keep talking. We will keep delivering. The gap will not close, it will widen. Our goal is singular: unicorn scale built on real infrastructure, real adoption, and long term value creation. Thank you for building this with us. The foundation is complete. The next phase begins now. Edwin Mata CEO and Co Founder Brickken

Brickken

11,946 次观看 • 7 个月前

War Diary Day 1,391 Blaise Metreweli, the Chief of Britain's Secret Intelligence Service, sticks it to the Killer in The Kremlin. And all his creepy helpers. I agree with every fucking word. VPDFO! (Transcript of the speech, exactly as it was delivered) 📷 Welcome inside MI6. This iconic building, familiar to movie fans everywhere, is the home of Britain’s foreign intelligence agency. But whilst hundreds of my team pass through the entry pods each day, the truth is that most of our work happens many miles away from this place - out of sight, hidden from the world, undercover, recruiting and running agents who choose to place their trust in us, sharing secrets to make the UK and the world safer. You might pass one of our officers on the street or sit next to them on a plane when you’re about to set off on an adventure of your own, or in a foreign city taking selfies by the sights. Whether it’s in seemingly everyday places, or on the front line embedded with our military, MI6 is there. In my first few weeks, I’ve heard repeatedly that MI6 is trusted and respected globally, two things that we never take for granted. We are seen as a source of hard power, soft influence and rapid innovation. I’ve also heard that people want to believe in MI6. It’s my job to make sure they can. Today, I want to talk about human agency. We all have choices to make about how we deal with the undercurrents shaping our world. About how, in our new, faster, more dangerous and technology-mediated world, it will be our rediscovery of our shared humanity, our ability to listen, and our courage that will determine how our future unfolds. Conflict is not inevitable. Understanding human nature is in my bones. From a family shaped by devastating conflict, I grew up with a deep sense of gratitude for the UK’s precious democracy and freedom. I spent much of my childhood overseas, which is where my passion for travel and adventure began. I studied anthropology, and later psychology and AI, exploring how we make sense of the world and each other. It’s why I was drawn to MI6: it offers strong purpose, a chance to serve and a belief in the positive power of human connection. Like the Service, I’m operational to my very core. Over nearly three decades, my career has involved recruiting and running agents in hostile territory; and leading operations in warzones to defuse threats and support peace. Always in teams, always learning from others. Over the years, I’ve worked with hundreds of brilliant partners – and indeed occasionally those we’d label as adversaries – across dozens of countries, tackling weapons proliferation and terrorism. During my time at MI5, I saw close up what it takes to defend Britain from being targeted by hostile states. You’ll find many like me in my organisation: powerfully motivated to protect our precious country; curious about how our world is changing, joining dots and taking action, across domains. But it was in my last role as ‘Q’, where it was my job to turn emerging technologies from threats to opportunities that I could most see the world changing. As I dug deep into data and extraordinary innovation, I could see how technology was rapidly reshaping not just our capabilities but also conflict and trust, truth and global power. Let me lay out how I see the global issues MI6 must tackle. Because the greatest danger we face is to misunderstand the nature of the problem. Let’s be in no doubt. Our world is more dangerous and contested now than it has been for decades. Conflict is evolving and trust eroding, just as new technologies spur both competition and dependence. We are being contested from sea to space, from the battlefield to the boardroom. And even our brains, as disinformation manipulates our understanding of each other and ourselves. Across the globe, we are now confronting not one single danger, but an interlocking web of security challenges – military, technological, social, ethical even – each shaping the other in complex ways. We are now operating in a space between peace and war. This is not a temporary state or a gradual, inevitable evolution. Our world is being actively remade, with profound implications for national and international security. Institutions which were designed in the ashes of the Second World War are being challenged. New blocs and identities forming and alliances reshaping. Multipolar competition in tension with multilateral cooperation. But there’s something distinctive that will make this change unlike any other: the impact of advanced technologies, which will accelerate the pace and scale of every threat and opportunity, and increasingly, individualise them too. Advances in artificial intelligence, biotechnology, and quantum computing are not only revolutionising economies but rewriting the reality of conflict, as they ‘converge’ to create science-fiction-like tools. There’s incredible promise in all this for all of us, from green technologies to hyper-personalised medicine. But also peril. AI-powered robots and drones are brilliant for scaled manufacturing but devastating on the battlefield. Discoveries that cure disease can also create new weapons. And as states race for tech supremacy, or as some algorithms become as powerful as states, those hyper-personalised tools could become a new vector for conflict and control. Power itself is becoming more diffuse, more unpredictable as control over these technologies is shifting from states to corporations, and sometimes to individuals. And at the same time, the foundations of trust in our societies are eroding. Information, once a unifying force, is increasingly weaponised. Falsehood spreads faster than fact, dividing communities and distorting reality. We live in an age of hyper-connection yet profound isolation. The algorithms flatter our biases and fracture our public squares. And as trust collapses, so does our shared sense of truth – one of the greatest losses a society can suffer. The defining challenge of the twenty-first century is not simply who wields the most powerful technologies, but who guides them with the greatest wisdom. Our security, our prosperity, and our humanity depend on it. Our world is being remade. And for the first time, we are all at the heart of it. My Service must now operate in this new context too: not just expert on hostile states, terrorism, proliferation and more, but also fluent in technology, able to anticipate the second and third order effects of advances that reshape the world in minutes not months. And as China will be a central part of the global transformation taking place this century, it is essential that we, as MI6, continue to inform the government’s understanding of China’s rise and the implications for UK national security. I’m going to break with tradition and won’t give you a global threat tour, but will focus here on Putin’s Russia. We all continue to face the menace of an aggressive, expansionist and revisionist Russia, seeking to subjugate Ukraine and harass NATO. I find it harrowing that hundreds of thousands have died, with the toll mounting every day, because of Putin’s historical distortions and his compromised desire for respect. He is dragging out negotiations and shifting the cost of war onto his own population. But Putin should be in no doubt, our support is enduring. The pressure we apply on Ukraine’s behalf will be sustained. Because it is fundamental not just to European sovereignty and security but to global stability. Alongside the grinding war, Russia is testing us in the grey zone with tactics that are just below the threshold of war. It’s important to understand their attempts to bully, fearmonger and manipulate, because it affects us all. I am talking about: Cyberattacks on critical infrastructure. Drones buzzing airports and bases. Aggressive activity in our seas, above and below the waves. State-sponsored arson and sabotage. Propaganda and influence operations that crack open and exploit fractures within societies. Countering this activity is the work of intelligence and security services across Europe and the globe. And as the Foreign Secretary made clear in a speech last week, the UK is defending itself against this Russian information warfare – sanctioning Russian media outlets pushing Kremlin narratives. The export of chaos is a feature not a bug in this Russian approach to international engagement; and we should be ready for this to continue until Putin is forced to change his calculus. So, how should we respond? It’s not enough now just to understand the world. We must shape it too. MI6 is well-positioned to respond to these threats and wider global instability. And we will continue to evolve, just as we have throughout our long history. The UK government has invested in our intelligence agencies and we are all using our unique powers to keep the British people safe. Our ‘open and connected’ partnerships across the UK Intelligence Community, with HMGCC, NSSIF and the wider tech ecosystem in the UK will become even more important – because in the digital battleground, no single organisation can prevail alone. As a global agency, MI6’s inbuilt strength is our partners and our people. The risks I have set out require us to work ever more closely with our colleagues in MI5, GCHQ and in defence and diplomacy. But also with our Five Eyes partners, with the E3, the EU, NATO, those across the Middle East, the Indo-Pacific and beyond. And with many valued partners whose identity needs to remain secret. Together, we integrate our diverse talent, data and tools to meet the threat. AI is a domain in which we will excel, using the technology to augment, not replace, our human skills. Every digital trace, every byte of data, every algorithmic decision has implications for the safety of the lives of the courageous people who work with us as officers and agents, and for the UK’s strategic advantage. Mastery of technology will infuse everything we do. Not just in our labs, but in the field, in our tradecraft, and even more importantly, in the mindset of every officer. We will become as comfortable with lines of code as we are with human sources, as fluent in Python as we are in multiple other languages. Under my leadership, MI6 will continue to attract Britain’s best and most creative minds: linguists and data scientists, case officers and engineers, behavioural experts and technologists. We need people who walk in the shoes and get in the heads of our adversaries. We need people who think differently, challenge assumptions, and act decisively. All can thrive and make a difference at MI6. At an operational level, we will sharpen our edge and impact with audacity, tapping into – if you like – our historical SOE instincts. We’re at our best when we’re hustling to make things happen, because our intelligence is most valuable when it changes reality on the ground. We will take calculated risks, where the prize is significant and the national interest clear. We will never stoop to the tactics of our opponents. But we must seek to outplay them. In every domain. In every way. So intelligence must drive action. Action must deliver advantage. And advantage must serve Britain’s security and prosperity. But at the core, our deeper contribution is also our simplest – how we unlock human agency. Our fast-paced, tech and threat-infused world now generates more heat than light. As nations retrench and rearm, we are losing opportunities to listen to what’s really going on. I’ve seen time and again throughout my career, that this is where MI6 matters most: we listen and we hear. We understand, because we take time to learn languages and cultures, complex technical and historical detail, immerse ourselves in what’s really driving the situation. Across the globe, right now, our officers are finding people with the courage to step forward, and they are taking time to sit and listen to break these tightening cycles of violence. They listen for nuance, for connection, for opportunity. Over the years, I’ve listened to terrorists who have told us how to defuse the bomb because they know that more violence won’t help. To proliferators and smugglers who’ve told us where to find the dangerous material, motivated to protect their children’s future. To people trapped in authoritarian regimes who know, deep down, that their humanity is being chipped away – and that telling us what’s really going on is an important release, allowing us all to find better ways to navigate our changing world. So, we will work with our agents. And we will continue to engage directly, and with respect, with states and organisation currently working against us. Away from the glare of the media, we will use MI6’s convening power wherever we can to make a material difference, bringing parties together to defuse tensions. But the response to the increasing risks we face won’t be delivered by the UK intelligence community alone. Wider society has a role to play too. That includes work taking place in schools across the country so our children don’t get duped by information manipulation. Let’s all check sources, consider evidence, and be alive to those algorithms that trigger intense reactions, like fear. It also means everyone in society really understanding the world we are in – a world where terrorists plot against us, where our enemies fearmonger, bully and manipulate, and the front line is everywhere. Online, on our streets, in our supply chains, in the minds and on the screens of our citizens. We must all stand together against this. As we do today with our friends in Australia after the shocking antisemitic terrorist attack this weekend. My thoughts -and those of my whole organisation – are with the family, friends and loved ones of the victims. Light will always win over darkness. In rising to meet these challenges we, in MI6, will remain anchored to our values: courage, creativity, respect and integrity. And to our principles: accountability and trust are not constraints on our work; they are the foundations of our legitimacy with the British public. Recently, I had the privilege of meeting and thanking a foreign agent who has worked with us for decades, taking extraordinary risks to help keep the UK safe. I asked why. They said simply, ‘Your values. Your integrity and respect. None of us have a future without them’. This moment reinforced to me that we must remain a very human agency. And so, to sustain that trust, MI6 will continue to be more open. Not for the sake of visibility, but because it matters – and as my MI5 counterpart Sir Ken McCallum said recently - because it is a strength. We will continue the practice of speaking publicly, broaden our channels of engagement, and sustain our focus on attracting the most diverse talent to join our Service. Transparency does not mean revealing what must remain secret. It means showing the British people who we are, what we stand for, and why our work matters. We need your trust and support for the difficult and often dangerous work our agents pursue, every day of the year. In an age of uncertainty, one constant remains: the choices made by human beings still determine the shape of the world. Yes, technology can illuminate possibilities: but information requires judgement; complexity demands clarity; and only people can decide which path to follow. The United Kingdom’s global voice has never rested solely on strength – it has rested on trust, principle, and the ability to understand others as well as ourselves. That is also the essence of intelligence: not simply knowing the world, but interpreting it through a uniquely human lens. Ours is the quiet service, the hidden service. It is one rooted in a profound belief that when human beings act with purpose and integrity, they can steady a faltering world. When the Berlin Wall fell, it was our shared belief in freedom that carried Europe forward. When acts of terror targeted open societies, it was intelligence, cooperation and resolve that preserved them. And when adversaries blur fact and falsehood, our task is to defend the space where truth can still stand. As we step into the future, the tools at our disposal will evolve. But what will always matter most is the human element – the person who stands in the shadows and says: this is right, and that is wrong. That choice – the exercise of human agency – has shaped our world before, and it will shape it again. Because in the end, it is not what we can do that defines us, but what we choose to do. Thank you. Published 15 December 2025

War Diary Day 1,391 Blaise Metreweli, the Chief of Britain's Secret Intelligence Service, sticks it to the Killer in The Kremlin. And all his creepy helpers. I agree with every fucking word. VPDFO! (Transcript of the speech, exactly as it was delivered) 📷 Welcome inside MI6. This iconic building, familiar to movie fans everywhere, is the home of Britain’s foreign intelligence agency. But whilst hundreds of my team pass through the entry pods each day, the truth is that most of our work happens many miles away from this place - out of sight, hidden from the world, undercover, recruiting and running agents who choose to place their trust in us, sharing secrets to make the UK and the world safer. You might pass one of our officers on the street or sit next to them on a plane when you’re about to set off on an adventure of your own, or in a foreign city taking selfies by the sights. Whether it’s in seemingly everyday places, or on the front line embedded with our military, MI6 is there. In my first few weeks, I’ve heard repeatedly that MI6 is trusted and respected globally, two things that we never take for granted. We are seen as a source of hard power, soft influence and rapid innovation. I’ve also heard that people want to believe in MI6. It’s my job to make sure they can. Today, I want to talk about human agency. We all have choices to make about how we deal with the undercurrents shaping our world. About how, in our new, faster, more dangerous and technology-mediated world, it will be our rediscovery of our shared humanity, our ability to listen, and our courage that will determine how our future unfolds. Conflict is not inevitable. Understanding human nature is in my bones. From a family shaped by devastating conflict, I grew up with a deep sense of gratitude for the UK’s precious democracy and freedom. I spent much of my childhood overseas, which is where my passion for travel and adventure began. I studied anthropology, and later psychology and AI, exploring how we make sense of the world and each other. It’s why I was drawn to MI6: it offers strong purpose, a chance to serve and a belief in the positive power of human connection. Like the Service, I’m operational to my very core. Over nearly three decades, my career has involved recruiting and running agents in hostile territory; and leading operations in warzones to defuse threats and support peace. Always in teams, always learning from others. Over the years, I’ve worked with hundreds of brilliant partners – and indeed occasionally those we’d label as adversaries – across dozens of countries, tackling weapons proliferation and terrorism. During my time at MI5, I saw close up what it takes to defend Britain from being targeted by hostile states. You’ll find many like me in my organisation: powerfully motivated to protect our precious country; curious about how our world is changing, joining dots and taking action, across domains. But it was in my last role as ‘Q’, where it was my job to turn emerging technologies from threats to opportunities that I could most see the world changing. As I dug deep into data and extraordinary innovation, I could see how technology was rapidly reshaping not just our capabilities but also conflict and trust, truth and global power. Let me lay out how I see the global issues MI6 must tackle. Because the greatest danger we face is to misunderstand the nature of the problem. Let’s be in no doubt. Our world is more dangerous and contested now than it has been for decades. Conflict is evolving and trust eroding, just as new technologies spur both competition and dependence. We are being contested from sea to space, from the battlefield to the boardroom. And even our brains, as disinformation manipulates our understanding of each other and ourselves. Across the globe, we are now confronting not one single danger, but an interlocking web of security challenges – military, technological, social, ethical even – each shaping the other in complex ways. We are now operating in a space between peace and war. This is not a temporary state or a gradual, inevitable evolution. Our world is being actively remade, with profound implications for national and international security. Institutions which were designed in the ashes of the Second World War are being challenged. New blocs and identities forming and alliances reshaping. Multipolar competition in tension with multilateral cooperation. But there’s something distinctive that will make this change unlike any other: the impact of advanced technologies, which will accelerate the pace and scale of every threat and opportunity, and increasingly, individualise them too. Advances in artificial intelligence, biotechnology, and quantum computing are not only revolutionising economies but rewriting the reality of conflict, as they ‘converge’ to create science-fiction-like tools. There’s incredible promise in all this for all of us, from green technologies to hyper-personalised medicine. But also peril. AI-powered robots and drones are brilliant for scaled manufacturing but devastating on the battlefield. Discoveries that cure disease can also create new weapons. And as states race for tech supremacy, or as some algorithms become as powerful as states, those hyper-personalised tools could become a new vector for conflict and control. Power itself is becoming more diffuse, more unpredictable as control over these technologies is shifting from states to corporations, and sometimes to individuals. And at the same time, the foundations of trust in our societies are eroding. Information, once a unifying force, is increasingly weaponised. Falsehood spreads faster than fact, dividing communities and distorting reality. We live in an age of hyper-connection yet profound isolation. The algorithms flatter our biases and fracture our public squares. And as trust collapses, so does our shared sense of truth – one of the greatest losses a society can suffer. The defining challenge of the twenty-first century is not simply who wields the most powerful technologies, but who guides them with the greatest wisdom. Our security, our prosperity, and our humanity depend on it. Our world is being remade. And for the first time, we are all at the heart of it. My Service must now operate in this new context too: not just expert on hostile states, terrorism, proliferation and more, but also fluent in technology, able to anticipate the second and third order effects of advances that reshape the world in minutes not months. And as China will be a central part of the global transformation taking place this century, it is essential that we, as MI6, continue to inform the government’s understanding of China’s rise and the implications for UK national security. I’m going to break with tradition and won’t give you a global threat tour, but will focus here on Putin’s Russia. We all continue to face the menace of an aggressive, expansionist and revisionist Russia, seeking to subjugate Ukraine and harass NATO. I find it harrowing that hundreds of thousands have died, with the toll mounting every day, because of Putin’s historical distortions and his compromised desire for respect. He is dragging out negotiations and shifting the cost of war onto his own population. But Putin should be in no doubt, our support is enduring. The pressure we apply on Ukraine’s behalf will be sustained. Because it is fundamental not just to European sovereignty and security but to global stability. Alongside the grinding war, Russia is testing us in the grey zone with tactics that are just below the threshold of war. It’s important to understand their attempts to bully, fearmonger and manipulate, because it affects us all. I am talking about: Cyberattacks on critical infrastructure. Drones buzzing airports and bases. Aggressive activity in our seas, above and below the waves. State-sponsored arson and sabotage. Propaganda and influence operations that crack open and exploit fractures within societies. Countering this activity is the work of intelligence and security services across Europe and the globe. And as the Foreign Secretary made clear in a speech last week, the UK is defending itself against this Russian information warfare – sanctioning Russian media outlets pushing Kremlin narratives. The export of chaos is a feature not a bug in this Russian approach to international engagement; and we should be ready for this to continue until Putin is forced to change his calculus. So, how should we respond? It’s not enough now just to understand the world. We must shape it too. MI6 is well-positioned to respond to these threats and wider global instability. And we will continue to evolve, just as we have throughout our long history. The UK government has invested in our intelligence agencies and we are all using our unique powers to keep the British people safe. Our ‘open and connected’ partnerships across the UK Intelligence Community, with HMGCC, NSSIF and the wider tech ecosystem in the UK will become even more important – because in the digital battleground, no single organisation can prevail alone. As a global agency, MI6’s inbuilt strength is our partners and our people. The risks I have set out require us to work ever more closely with our colleagues in MI5, GCHQ and in defence and diplomacy. But also with our Five Eyes partners, with the E3, the EU, NATO, those across the Middle East, the Indo-Pacific and beyond. And with many valued partners whose identity needs to remain secret. Together, we integrate our diverse talent, data and tools to meet the threat. AI is a domain in which we will excel, using the technology to augment, not replace, our human skills. Every digital trace, every byte of data, every algorithmic decision has implications for the safety of the lives of the courageous people who work with us as officers and agents, and for the UK’s strategic advantage. Mastery of technology will infuse everything we do. Not just in our labs, but in the field, in our tradecraft, and even more importantly, in the mindset of every officer. We will become as comfortable with lines of code as we are with human sources, as fluent in Python as we are in multiple other languages. Under my leadership, MI6 will continue to attract Britain’s best and most creative minds: linguists and data scientists, case officers and engineers, behavioural experts and technologists. We need people who walk in the shoes and get in the heads of our adversaries. We need people who think differently, challenge assumptions, and act decisively. All can thrive and make a difference at MI6. At an operational level, we will sharpen our edge and impact with audacity, tapping into – if you like – our historical SOE instincts. We’re at our best when we’re hustling to make things happen, because our intelligence is most valuable when it changes reality on the ground. We will take calculated risks, where the prize is significant and the national interest clear. We will never stoop to the tactics of our opponents. But we must seek to outplay them. In every domain. In every way. So intelligence must drive action. Action must deliver advantage. And advantage must serve Britain’s security and prosperity. But at the core, our deeper contribution is also our simplest – how we unlock human agency. Our fast-paced, tech and threat-infused world now generates more heat than light. As nations retrench and rearm, we are losing opportunities to listen to what’s really going on. I’ve seen time and again throughout my career, that this is where MI6 matters most: we listen and we hear. We understand, because we take time to learn languages and cultures, complex technical and historical detail, immerse ourselves in what’s really driving the situation. Across the globe, right now, our officers are finding people with the courage to step forward, and they are taking time to sit and listen to break these tightening cycles of violence. They listen for nuance, for connection, for opportunity. Over the years, I’ve listened to terrorists who have told us how to defuse the bomb because they know that more violence won’t help. To proliferators and smugglers who’ve told us where to find the dangerous material, motivated to protect their children’s future. To people trapped in authoritarian regimes who know, deep down, that their humanity is being chipped away – and that telling us what’s really going on is an important release, allowing us all to find better ways to navigate our changing world. So, we will work with our agents. And we will continue to engage directly, and with respect, with states and organisation currently working against us. Away from the glare of the media, we will use MI6’s convening power wherever we can to make a material difference, bringing parties together to defuse tensions. But the response to the increasing risks we face won’t be delivered by the UK intelligence community alone. Wider society has a role to play too. That includes work taking place in schools across the country so our children don’t get duped by information manipulation. Let’s all check sources, consider evidence, and be alive to those algorithms that trigger intense reactions, like fear. It also means everyone in society really understanding the world we are in – a world where terrorists plot against us, where our enemies fearmonger, bully and manipulate, and the front line is everywhere. Online, on our streets, in our supply chains, in the minds and on the screens of our citizens. We must all stand together against this. As we do today with our friends in Australia after the shocking antisemitic terrorist attack this weekend. My thoughts -and those of my whole organisation – are with the family, friends and loved ones of the victims. Light will always win over darkness. In rising to meet these challenges we, in MI6, will remain anchored to our values: courage, creativity, respect and integrity. And to our principles: accountability and trust are not constraints on our work; they are the foundations of our legitimacy with the British public. Recently, I had the privilege of meeting and thanking a foreign agent who has worked with us for decades, taking extraordinary risks to help keep the UK safe. I asked why. They said simply, ‘Your values. Your integrity and respect. None of us have a future without them’. This moment reinforced to me that we must remain a very human agency. And so, to sustain that trust, MI6 will continue to be more open. Not for the sake of visibility, but because it matters – and as my MI5 counterpart Sir Ken McCallum said recently - because it is a strength. We will continue the practice of speaking publicly, broaden our channels of engagement, and sustain our focus on attracting the most diverse talent to join our Service. Transparency does not mean revealing what must remain secret. It means showing the British people who we are, what we stand for, and why our work matters. We need your trust and support for the difficult and often dangerous work our agents pursue, every day of the year. In an age of uncertainty, one constant remains: the choices made by human beings still determine the shape of the world. Yes, technology can illuminate possibilities: but information requires judgement; complexity demands clarity; and only people can decide which path to follow. The United Kingdom’s global voice has never rested solely on strength – it has rested on trust, principle, and the ability to understand others as well as ourselves. That is also the essence of intelligence: not simply knowing the world, but interpreting it through a uniquely human lens. Ours is the quiet service, the hidden service. It is one rooted in a profound belief that when human beings act with purpose and integrity, they can steady a faltering world. When the Berlin Wall fell, it was our shared belief in freedom that carried Europe forward. When acts of terror targeted open societies, it was intelligence, cooperation and resolve that preserved them. And when adversaries blur fact and falsehood, our task is to defend the space where truth can still stand. As we step into the future, the tools at our disposal will evolve. But what will always matter most is the human element – the person who stands in the shadows and says: this is right, and that is wrong. That choice – the exercise of human agency – has shaped our world before, and it will shape it again. Because in the end, it is not what we can do that defines us, but what we choose to do. Thank you. Published 15 December 2025

John Sweeney

42,257 次观看 • 8 个月前

“The war will last for a couple of decades. We need to learn to live with it.” A powerful speech by the legendary intelligence officer and professional analyst Andrey Bezrukov at the St. Petersburg International Economic Forum. It resonates with what I usually say in response to the question: "When will all this end?" I reply: "Accept that war is our new normal." Key theses - in quotes. 🔻 New type of war "We are in a new war. Since it's pointless to seize territory anymore... this is a war of attrition and subversion." "Leaders, military, civilians, scientists" and "critical infrastructure on which the country depends" are being targeted. "This is the war we need to prepare for. It's happening, and it will continue." 🔻 West's strategy of 'boiling the frog' "The West's strategy is very simple: to avoid a nuclear clash with us, from which they would emerge as losers. And so they need to 'boil the frog slowly' - gradually escalate tensions." "We're seeing this today. And they won't stop, because they have nowhere to retreat to. We're an existential threat to them." 🔻 First 'hill' of world war "We're currently on the first hill of world war. There will be two hills, as in the First and Second World Wars... The rules of the game will be born after the next clash. It's likely to happen in Asia." What happened in Iran, he says, "proves that the hegemon is no longer the hegemon." 🔻 Strike on nuclear forces The enemy's main task is to "avoid the nuclear threshold... and neutralize our nuclear forces": either by building a system in space to "prevent anything from taking off", or "like in Operation 'Spider Web', planting it here through their agents and striking our nuclear forces at a certain moment." 🔻 Destabilization and strike on infrastructure "The plan is to overwhelm our decision-making system with complex attacks from all directions - ideological, physical, military." Already today, "a drone can fly into any region via Starlink and land in a precise location... Unfortunately, we weren't ready for it." 🔻 Threat of biowar "All those labs around us... were making weapons of the future." Technology allows "an individual on individual equipment to create viruses that... could wipe us all out." 🔻 What to do "We must admit that for the next... couple of decades we will be at war... We will have two generations that can practically be considered at war." The economy needs to be built in such a way that it "not only fulfills the task of development, but also the task of defense": deepen and protect critical infrastructure, create a "headquarters" for management, invest in protection against bioterrorism, and merge the army and society. 🔻 'Stop being good' "We need to stop being good. We're too good for our enemies... They don't fear us because many red lines remain on paper." At the same time, Western Europe is dependent on imported gas, and "exploding a gas tanker is equivalent to a small nuclear explosion." The expert's conclusion: the country needs an "image of the future."

“The war will last for a couple of decades. We need to learn to live with it.” A powerful speech by the legendary intelligence officer and professional analyst Andrey Bezrukov at the St. Petersburg International Economic Forum. It resonates with what I usually say in response to the question: "When will all this end?" I reply: "Accept that war is our new normal." Key theses - in quotes. 🔻 New type of war "We are in a new war. Since it's pointless to seize territory anymore... this is a war of attrition and subversion." "Leaders, military, civilians, scientists" and "critical infrastructure on which the country depends" are being targeted. "This is the war we need to prepare for. It's happening, and it will continue." 🔻 West's strategy of 'boiling the frog' "The West's strategy is very simple: to avoid a nuclear clash with us, from which they would emerge as losers. And so they need to 'boil the frog slowly' - gradually escalate tensions." "We're seeing this today. And they won't stop, because they have nowhere to retreat to. We're an existential threat to them." 🔻 First 'hill' of world war "We're currently on the first hill of world war. There will be two hills, as in the First and Second World Wars... The rules of the game will be born after the next clash. It's likely to happen in Asia." What happened in Iran, he says, "proves that the hegemon is no longer the hegemon." 🔻 Strike on nuclear forces The enemy's main task is to "avoid the nuclear threshold... and neutralize our nuclear forces": either by building a system in space to "prevent anything from taking off", or "like in Operation 'Spider Web', planting it here through their agents and striking our nuclear forces at a certain moment." 🔻 Destabilization and strike on infrastructure "The plan is to overwhelm our decision-making system with complex attacks from all directions - ideological, physical, military." Already today, "a drone can fly into any region via Starlink and land in a precise location... Unfortunately, we weren't ready for it." 🔻 Threat of biowar "All those labs around us... were making weapons of the future." Technology allows "an individual on individual equipment to create viruses that... could wipe us all out." 🔻 What to do "We must admit that for the next... couple of decades we will be at war... We will have two generations that can practically be considered at war." The economy needs to be built in such a way that it "not only fulfills the task of development, but also the task of defense": deepen and protect critical infrastructure, create a "headquarters" for management, invest in protection against bioterrorism, and merge the army and society. 🔻 'Stop being good' "We need to stop being good. We're too good for our enemies... They don't fear us because many red lines remain on paper." At the same time, Western Europe is dependent on imported gas, and "exploding a gas tanker is equivalent to a small nuclear explosion." The expert's conclusion: the country needs an "image of the future."

🇷🇺 STANISLAV KRAPIVNIK 🇷🇺

175,770 次观看 • 2 个月前

Dear ICP community, the Internet Computer has now been running strong for 5 years 👏👏👏 Here is a celebratory preview of ICP "cloud engines," the sovereign frontier cloud technology the network shall soon provide from Main points: — Cloud engines enable anyone to spin up their own sovereign frontier cloud. The technology involves an extraordinary inventive step, in which cloud is created from a mathematically secure network of nodes. The nodes run as part of the Internet Computer network ( but are selected and configured by the cloud engine's owner. — The frontier cloud provided by engines is strongly focused on enabling AI agents to build and update online applications and services for us. The world is changing fast, and nearly all new online apps and services are already being built with the help of AI, and thus cloud engines target the future of cloud. — Software hosted on cloud engines is tamperproof, which means that it is immune to infrastructure hacks, because it runs inside a mathematically secure network protocol, rather than on computers directly. This means that AI agents, and those building with them, don't need to have a security team in the loop, or to trust someone else's security team. This is crucial, because in the future, non technical people will demand the freedom to build with full automation — where they just need to issue instructions to AI about what to build, and don't need to worry about anything or anyone else. Of course, apps and services running on engines are also vastly safer from the new breed of hacker being enabled by frontier AI. (The cloud engines themselves are also "tamperproof." Even if a hacker gains physical access to some portion of a cloud engine's nodes, and can make arbitrary changes, the computations and data of the hosted apps and services cannot be corrupted or interrupted so long as the network's fault bounds aren't exceeded. The recent hack of Vercel, a major cloud platform, which gave hackers access to the apps it hosted, provides additional perspective on the importance of this advantage.) — Software hosted on cloud engines is guaranteed to run, so long as a sufficient number of the engine's nodes are running. This means that AI can build applications and services without the need to have a human systems admin team constantly tinkering with the underlying platform to keep it running, which is again crucial, because in the future, non technical people will expect the freedom to use AI to build without the support of others. — New frontier programming language technology, in the form of the Motoko language developed by Caffeine Labs, leverages seminal "orthogonal persistence" technology that unifies program logic and data to deliver further unlocks for AI (Motoko is the first computer language being developed that targets agents that are writing software rather than humans engineers per se). Nowadays, AI can build and update production apps at a prodigious rate, even at the speed of conversation. But it can also make mistakes, and there's a risk that an update it creates might be "lossy" in the sense it causes some transformed data to be lost. Again, in this new world, it's both undesirable and impractical for everyone to have to have a systems admin team on-hand to detect lossy updates and roll them back, but Motoko provides a solution: it can detect new software updates are lossy before they are applied, reducing potentially catastrophic errors by AI to harmless coding retries. — Software hosted on cloud engines is "serverless" but unlike traditional serverless software, directly it directly incorporates data through "orthogonal persistence." Another key purpose is simplify backend software logic and fuel the modeling power of AI by increasing abstraction (sorry for the technical language!!!). Put simply, this enables AI to produce more sophisticated backends, faster, and at dramatically lower costs, as measured by the number AI API tokens consumed during coding. (Tip for the technical: orthogonal persistence is a new paradigm where "the program is the database," and data lives inside program variables, which is possible because it's as if hosted software runs forever in persistent memory). — An expanding database of skills at shall make it possible to develop and directly deploy apps and services to your cloud engines directly from Claude Code, Perplexity, Codex and other AI platforms. Further, your account on can be connected, so that new apps and updates created through conversation automatically appear hosted from your cloud engine. In the future, R&D is going to be very seamless. You converse with AI, and your secure and unstoppable apps or services are created or updated. Cloud engines are designed to directly support this "self-writing cloud" future where we can work hands-free. — Tech sovereignty is becoming a huge issue worldwide, with governments and corporations seeking to create sovereign tech stacks owing to geopolitical tensions. Increasingly, people are realizing that tech provided by foreign nations can come with hidden backdoors and kills switches, from the base platform, right up through hosted apps and services. ICP technology is open source, and those building on ICP using AI own their own source code. When you have the source code, you can verify that there are no backdoors, and when you own the source code thanks to AI, you can update it at will, freeing you from vendor lock-in. But cloud engines take sovereignty much further... — You create a cloud engine by selecting the nodes that will be combined. You can choose the class of nodes used, and their number, but more importantly, you can choose who operates the nodes, and where they are located. Almost any configuration is possible, because the Internet Computer scales the security privileges afforded to hosted software within the network according to configuration (software hosted on cloud engines can directly interoperate with software on other engines and traditional subnets, but base restrictions are applied according to security rules). A cloud engine can be created within a region such as Europe, to comply with regs such as GDPR, or completely within a sovereign state like Switzerland or Pakistan. But cloud engines go further still... — Sovereignty is also about freedom from vendor lock-in. Cloud engines are essentially ICP (Internet Computer Protocol) network configurations, and this means the underlying compute nodes they combine can be swapped out without interrupting their hosted apps and services. This is a big deal. In addition, cloud engines now support nodes that are instances running on Big Tech's clouds, in addition to nodes that are dedicated specialized hardware, as per the Gen I and Gen II nodes that dominate the Internet Computer today. For example, it is possible to have an engine running across different AWS data centers, say, and then reconfigure the engine to run across a mixture of AWS, Google, Azure and Hetzner for even more resilience, without the users of hosted apps and services noticing a thing. That's true freedom. — Sovereign AI is becoming increasingly important too, and cloud engines allow special "AI nodes" to be added to them, so that hosted software can perform inference on hardware provisioned by the owner from a location the owner has selected. Even though the AI nodes are only accessible within the cloud engine, they can still benefit from the forthcoming Internet Intelligence Gateway (IG), which will make it possible to validate inference performed on key frontier open weights LLMs, even when the inference is performed on completely independent AI clouds. When the results of inference are received, this technology can verify that neither the prompt+context (input) nor the inference result (output) have been modified, and that the results were produced by the precise LLM expected. This ensures that AI clouds don't cheat by running inference on cheaper models than are being paid for, and bad actors aren't modifying the inputs or outputs to surreptitiously insert advertising into results, say, or change facts, or insert malware when code is being generated. What's super cool about this technology is the cost of the verification is scalable. A very valuable additional security can be achieved with only 1-2% of extra cost. — Scaling apps and services when they hit capacity limits is another thorny problem that cloud engines help the world address. Engines make scaling possible without rewriting or reconfiguring software. The query workload capacity of hosted software can be horizontally scaled simply by adding new nodes to an engine, and nodes can also be added in geographical proximity to demand. Meanwhile, update workload capacity can first be scaled-up by swapping an engine's nodes out for the next class up, and then when no larger class of node is available, horizontally scaled-out by "splitting" the engine into two, which doubles available capacity. (Technical tip: horizontally scaling update capacity by splitting engines requires multi-canister architectures). — For those who have been following how Caffeine builds apps that can efficiently store large numbers of files, I should mention that apps built on cloud engines will also support the new ICP Blob Storage cloud network (since cloud engines currently have up to about 3 TB of memory, which apps storing large amounts of files can easily exceed). We are also working on allowing blob storage nodes to be added to cloud engines, to enable sovereign mass blob storage within an engine, similarly to how AI nodes can be added currently. — Lastly, but certainly not least, I should mention that cloud engines are multi-blockchain capable, and ready for digital assets, thanks to the clever math at their core. For example, an e-commerce service built on a cloud engine can securely accept and custody stablecoin payments, or a multi-chain DEX could be hosted. Further, engines can support software autonomy (software orchestrated and controlled by other autonomous software, in a decentralized way) and can themselves be orchestrated by SNS technology, and thus run autonomously too. Today, though, the focus is on *mainstream* cloud. This year, the cloud industry will generate approximately one trillion dollars in revenue. That number is already huge, but is expected to grow to two trillion dollars by 2030. After years of continuous development, which have seen more than $500m spent on R&D, the Internet Computer network is now tacking directly toward this mainstream cloud market with cloud engine technology. In their first version, cloud engines are not meant to be a cloud panacea. For example, currently they are not ideal for working with big data. You should use something like DataBricks for that. Cloud engines are carefully targeted at enabling AI to produce traditional online applications and services, including SaaS, in a safer and more productive way, which represents a new market segment with tremendous potential. Of course, DFINITY will continue to work relentlessly to push forward ICP's capabilities, so expect further developments. It's worth mentioning that this cloud segment isn't just about creating new apps and services using AI, it's also about replacing legacy systems and apps built on super expensive SaaS services. Caffeine Labs is working to produce technology (Caffeine Snorkel) that can study an enterprise's legacy systems and app built on SaaS, create replacement systems and apps, and migrate the data, while supporting key stakeholders through the process over email and chat, with full automation. Thus the legacy systems and SaaS markets shall also be addressed by cloud engines. Zooming out, and reasoning in a more metaphysical way, we believe, as we always have, that there is room for a new kind of cloud created by mathematical networks, that provides seminal advances in the fields of security and resilience, as well as true sovereignty and freedom from lock-in. That this same technology, with the help of additional technologies like orthogonal persistence and Motoko, enables AI to build for us without the need for so much oversight, and to create more backend sophistication while consuming fewer AI API tokens, enables ICP to bring game-changing advances to the world. Cloud engines will work synergistically with the Intelligence Gateway, which will enable apps and services running on engines to seamlessly leverage AI, wherever that AI is running, while providing verifiability at extremely low cost for open weights frontier models. We believe that cloud engines represent an inflection point in the storied history of the Internet Computer project, and I'm very proud to be sharing the details with you on the network's fifth birthday 💪 I'll be back with more news soon!!

Dear ICP community, the Internet Computer has now been running strong for 5 years 👏👏👏 Here is a celebratory preview of ICP "cloud engines," the sovereign frontier cloud technology the network shall soon provide from Main points: — Cloud engines enable anyone to spin up their own sovereign frontier cloud. The technology involves an extraordinary inventive step, in which cloud is created from a mathematically secure network of nodes. The nodes run as part of the Internet Computer network ( but are selected and configured by the cloud engine's owner. — The frontier cloud provided by engines is strongly focused on enabling AI agents to build and update online applications and services for us. The world is changing fast, and nearly all new online apps and services are already being built with the help of AI, and thus cloud engines target the future of cloud. — Software hosted on cloud engines is tamperproof, which means that it is immune to infrastructure hacks, because it runs inside a mathematically secure network protocol, rather than on computers directly. This means that AI agents, and those building with them, don't need to have a security team in the loop, or to trust someone else's security team. This is crucial, because in the future, non technical people will demand the freedom to build with full automation — where they just need to issue instructions to AI about what to build, and don't need to worry about anything or anyone else. Of course, apps and services running on engines are also vastly safer from the new breed of hacker being enabled by frontier AI. (The cloud engines themselves are also "tamperproof." Even if a hacker gains physical access to some portion of a cloud engine's nodes, and can make arbitrary changes, the computations and data of the hosted apps and services cannot be corrupted or interrupted so long as the network's fault bounds aren't exceeded. The recent hack of Vercel, a major cloud platform, which gave hackers access to the apps it hosted, provides additional perspective on the importance of this advantage.) — Software hosted on cloud engines is guaranteed to run, so long as a sufficient number of the engine's nodes are running. This means that AI can build applications and services without the need to have a human systems admin team constantly tinkering with the underlying platform to keep it running, which is again crucial, because in the future, non technical people will expect the freedom to use AI to build without the support of others. — New frontier programming language technology, in the form of the Motoko language developed by Caffeine Labs, leverages seminal "orthogonal persistence" technology that unifies program logic and data to deliver further unlocks for AI (Motoko is the first computer language being developed that targets agents that are writing software rather than humans engineers per se). Nowadays, AI can build and update production apps at a prodigious rate, even at the speed of conversation. But it can also make mistakes, and there's a risk that an update it creates might be "lossy" in the sense it causes some transformed data to be lost. Again, in this new world, it's both undesirable and impractical for everyone to have to have a systems admin team on-hand to detect lossy updates and roll them back, but Motoko provides a solution: it can detect new software updates are lossy before they are applied, reducing potentially catastrophic errors by AI to harmless coding retries. — Software hosted on cloud engines is "serverless" but unlike traditional serverless software, directly it directly incorporates data through "orthogonal persistence." Another key purpose is simplify backend software logic and fuel the modeling power of AI by increasing abstraction (sorry for the technical language!!!). Put simply, this enables AI to produce more sophisticated backends, faster, and at dramatically lower costs, as measured by the number AI API tokens consumed during coding. (Tip for the technical: orthogonal persistence is a new paradigm where "the program is the database," and data lives inside program variables, which is possible because it's as if hosted software runs forever in persistent memory). — An expanding database of skills at shall make it possible to develop and directly deploy apps and services to your cloud engines directly from Claude Code, Perplexity, Codex and other AI platforms. Further, your account on can be connected, so that new apps and updates created through conversation automatically appear hosted from your cloud engine. In the future, R&D is going to be very seamless. You converse with AI, and your secure and unstoppable apps or services are created or updated. Cloud engines are designed to directly support this "self-writing cloud" future where we can work hands-free. — Tech sovereignty is becoming a huge issue worldwide, with governments and corporations seeking to create sovereign tech stacks owing to geopolitical tensions. Increasingly, people are realizing that tech provided by foreign nations can come with hidden backdoors and kills switches, from the base platform, right up through hosted apps and services. ICP technology is open source, and those building on ICP using AI own their own source code. When you have the source code, you can verify that there are no backdoors, and when you own the source code thanks to AI, you can update it at will, freeing you from vendor lock-in. But cloud engines take sovereignty much further... — You create a cloud engine by selecting the nodes that will be combined. You can choose the class of nodes used, and their number, but more importantly, you can choose who operates the nodes, and where they are located. Almost any configuration is possible, because the Internet Computer scales the security privileges afforded to hosted software within the network according to configuration (software hosted on cloud engines can directly interoperate with software on other engines and traditional subnets, but base restrictions are applied according to security rules). A cloud engine can be created within a region such as Europe, to comply with regs such as GDPR, or completely within a sovereign state like Switzerland or Pakistan. But cloud engines go further still... — Sovereignty is also about freedom from vendor lock-in. Cloud engines are essentially ICP (Internet Computer Protocol) network configurations, and this means the underlying compute nodes they combine can be swapped out without interrupting their hosted apps and services. This is a big deal. In addition, cloud engines now support nodes that are instances running on Big Tech's clouds, in addition to nodes that are dedicated specialized hardware, as per the Gen I and Gen II nodes that dominate the Internet Computer today. For example, it is possible to have an engine running across different AWS data centers, say, and then reconfigure the engine to run across a mixture of AWS, Google, Azure and Hetzner for even more resilience, without the users of hosted apps and services noticing a thing. That's true freedom. — Sovereign AI is becoming increasingly important too, and cloud engines allow special "AI nodes" to be added to them, so that hosted software can perform inference on hardware provisioned by the owner from a location the owner has selected. Even though the AI nodes are only accessible within the cloud engine, they can still benefit from the forthcoming Internet Intelligence Gateway (IG), which will make it possible to validate inference performed on key frontier open weights LLMs, even when the inference is performed on completely independent AI clouds. When the results of inference are received, this technology can verify that neither the prompt+context (input) nor the inference result (output) have been modified, and that the results were produced by the precise LLM expected. This ensures that AI clouds don't cheat by running inference on cheaper models than are being paid for, and bad actors aren't modifying the inputs or outputs to surreptitiously insert advertising into results, say, or change facts, or insert malware when code is being generated. What's super cool about this technology is the cost of the verification is scalable. A very valuable additional security can be achieved with only 1-2% of extra cost. — Scaling apps and services when they hit capacity limits is another thorny problem that cloud engines help the world address. Engines make scaling possible without rewriting or reconfiguring software. The query workload capacity of hosted software can be horizontally scaled simply by adding new nodes to an engine, and nodes can also be added in geographical proximity to demand. Meanwhile, update workload capacity can first be scaled-up by swapping an engine's nodes out for the next class up, and then when no larger class of node is available, horizontally scaled-out by "splitting" the engine into two, which doubles available capacity. (Technical tip: horizontally scaling update capacity by splitting engines requires multi-canister architectures). — For those who have been following how Caffeine builds apps that can efficiently store large numbers of files, I should mention that apps built on cloud engines will also support the new ICP Blob Storage cloud network (since cloud engines currently have up to about 3 TB of memory, which apps storing large amounts of files can easily exceed). We are also working on allowing blob storage nodes to be added to cloud engines, to enable sovereign mass blob storage within an engine, similarly to how AI nodes can be added currently. — Lastly, but certainly not least, I should mention that cloud engines are multi-blockchain capable, and ready for digital assets, thanks to the clever math at their core. For example, an e-commerce service built on a cloud engine can securely accept and custody stablecoin payments, or a multi-chain DEX could be hosted. Further, engines can support software autonomy (software orchestrated and controlled by other autonomous software, in a decentralized way) and can themselves be orchestrated by SNS technology, and thus run autonomously too. Today, though, the focus is on mainstream cloud. This year, the cloud industry will generate approximately one trillion dollars in revenue. That number is already huge, but is expected to grow to two trillion dollars by 2030. After years of continuous development, which have seen more than $500m spent on R&D, the Internet Computer network is now tacking directly toward this mainstream cloud market with cloud engine technology. In their first version, cloud engines are not meant to be a cloud panacea. For example, currently they are not ideal for working with big data. You should use something like DataBricks for that. Cloud engines are carefully targeted at enabling AI to produce traditional online applications and services, including SaaS, in a safer and more productive way, which represents a new market segment with tremendous potential. Of course, DFINITY will continue to work relentlessly to push forward ICP's capabilities, so expect further developments. It's worth mentioning that this cloud segment isn't just about creating new apps and services using AI, it's also about replacing legacy systems and apps built on super expensive SaaS services. Caffeine Labs is working to produce technology (Caffeine Snorkel) that can study an enterprise's legacy systems and app built on SaaS, create replacement systems and apps, and migrate the data, while supporting key stakeholders through the process over email and chat, with full automation. Thus the legacy systems and SaaS markets shall also be addressed by cloud engines. Zooming out, and reasoning in a more metaphysical way, we believe, as we always have, that there is room for a new kind of cloud created by mathematical networks, that provides seminal advances in the fields of security and resilience, as well as true sovereignty and freedom from lock-in. That this same technology, with the help of additional technologies like orthogonal persistence and Motoko, enables AI to build for us without the need for so much oversight, and to create more backend sophistication while consuming fewer AI API tokens, enables ICP to bring game-changing advances to the world. Cloud engines will work synergistically with the Intelligence Gateway, which will enable apps and services running on engines to seamlessly leverage AI, wherever that AI is running, while providing verifiability at extremely low cost for open weights frontier models. We believe that cloud engines represent an inflection point in the storied history of the Internet Computer project, and I'm very proud to be sharing the details with you on the network's fifth birthday 💪 I'll be back with more news soon!!

dom | icp

290,206 次观看 • 3 个月前

Breaking! 🚀 🇨🇦 NordSpace successfully tested its fully integrated sub-orbital rocket, Taiga, powered by its proprietary and in-house 3D printed Hadfield engines and pressure vessels. This marks a significant step forward in preparation for Canada’s first commercial space launch. Taiga is the only commercial liquid rocket being developed in Canada, and is expected to launch later this year from our own spaceport, Spaceport Canada. Canada finds itself at a critical juncture with its sovereignty in space at stake. Our successful integrated rocket test is a major leap forward, and we are already in the advanced phases of completing the flight-ready version of Taiga. NordSpace was founded in 2022, and in a short time period has rapidly developed significant rocket technologies, launch and test infrastructure, and advanced manufacturing capabilities. NordSpace's CEO and founder, Rahul Goel, said “This successful test is not only a testament to our team and nation’s unmatched technical capabilities, but also our resilience and sheer determination. I witnessed our team for days and nights on end battling extreme winter conditions with undefeated resolve and grit. It confirmed that we do have the right stuff, and we will deliver this incredibly important sovereign capability for all Canadians. Like the land, air, and sea, space is no longer some final frontier for Canada. Space is an essential domain we must unlock, and launch a capability we must own. Without it, we are jeopardizing not only our sovereignty, environment, security and economy, but are also relegating Canada to a participatory instead of a leadership role in this domain. NordSpace will not let this happen.” Recently, NordSpace announced the inaugural Canadian Space Launch Conference (CSLC), taking place in Ottawa on April 29th, 2025. The first event of its kind in Canada which will invite participants from industry, academia, and government to plan Canada’s future commercial launch efforts. NordSpace is working closely with the Canadian Government and its many industrial partners to ensure a safe and historic launch from Canadian soil, and would like to thank Transport Canada, 3 Canadian Space Division, National Defence, ISED, Canadian Space Agency, NAV CANADA, Space Canada | Espace Canada, Ontario Government Ontario Economy, and Government of Newfoundland & Labrador for their substantial efforts. Read more about this accomplishment in our press release #LaunchTheNorth

Breaking! 🚀 🇨🇦 NordSpace successfully tested its fully integrated sub-orbital rocket, Taiga, powered by its proprietary and in-house 3D printed Hadfield engines and pressure vessels. This marks a significant step forward in preparation for Canada’s first commercial space launch. Taiga is the only commercial liquid rocket being developed in Canada, and is expected to launch later this year from our own spaceport, Spaceport Canada. Canada finds itself at a critical juncture with its sovereignty in space at stake. Our successful integrated rocket test is a major leap forward, and we are already in the advanced phases of completing the flight-ready version of Taiga. NordSpace was founded in 2022, and in a short time period has rapidly developed significant rocket technologies, launch and test infrastructure, and advanced manufacturing capabilities. NordSpace's CEO and founder, Rahul Goel, said “This successful test is not only a testament to our team and nation’s unmatched technical capabilities, but also our resilience and sheer determination. I witnessed our team for days and nights on end battling extreme winter conditions with undefeated resolve and grit. It confirmed that we do have the right stuff, and we will deliver this incredibly important sovereign capability for all Canadians. Like the land, air, and sea, space is no longer some final frontier for Canada. Space is an essential domain we must unlock, and launch a capability we must own. Without it, we are jeopardizing not only our sovereignty, environment, security and economy, but are also relegating Canada to a participatory instead of a leadership role in this domain. NordSpace will not let this happen.” Recently, NordSpace announced the inaugural Canadian Space Launch Conference (CSLC), taking place in Ottawa on April 29th, 2025. The first event of its kind in Canada which will invite participants from industry, academia, and government to plan Canada’s future commercial launch efforts. NordSpace is working closely with the Canadian Government and its many industrial partners to ensure a safe and historic launch from Canadian soil, and would like to thank Transport Canada, 3 Canadian Space Division, National Defence, ISED, Canadian Space Agency, NAV CANADA, Space Canada | Espace Canada, Ontario Government Ontario Economy, and Government of Newfoundland & Labrador for their substantial efforts. Read more about this accomplishment in our press release #LaunchTheNorth

NordSpace 🇨🇦

85,147 次观看 • 1 年前