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🎥 New! Driving Transformation: Expanding Telecoms and Consumer Possibilities! 🗼 At the Paris #OSSBSSSummit2024 the CSP global community has come together with Ericsson Software to engage, learn, collaborate and drive forward ecosystem #innovation ! 🔸In this enriching context it is a pleasure to bring you this exclusive discussion onsite...

11,599 views • 1 year ago •via X (Twitter)

6 Comments

TAEVision Mechanics's profile picture
TAEVision Mechanics1 year ago

@EricssonSoftw Hello dear Sally 😊😊 Good evening ⚘️⚘️ Interesting post 👍💫 Thanks for sharing and mention 🙏 Hope you're enjoying a fabulous week. Enjoy a beautiful week ahead. Wishing you a HappyFriday. My best wishes your way. 🤗🤗💐🌺

Prof. Sally Eaves's profile picture
Prof. Sally Eaves1 year ago

@EricssonSoftw Most kind indeed @TAEVisionAPP so pleased it resonates and thanks so much for sharing and wishing you a very peaceful, happy and healthy week ahead, warmest wishes, Sally 🙏

Mohammed Lubbad 🇵🇸's profile picture
Mohammed Lubbad 🇵🇸1 year ago

@EricssonSoftw Sounds like a crucial gathering for the telecom world. Collaboration's key to pushing boundaries in innovation. What do you think they’ll tackle first?

#RaviVisvesvarayaSharadaPrasad #Telecom #InfoTech's profile picture
#RaviVisvesvarayaSharadaPrasad #Telecom #InfoTech1 year ago

@EricssonSoftw Thanks for tagging me @RVP in your very interesting educative tweet. Hope your followers find my Tweets & Lists useful. #RaviVisvesvarayaSharadaPrasad @7GTech @5GAIoT High Tech Advisors @C4Isrt Defence Tech

Prof. Sally Eaves's profile picture
Prof. Sally Eaves1 year ago

@EricssonSoftw @7GTech @5GAIoT @C4Isrt Always greatly valued feedback dear Ravi @rvp many thanks indeed for sharing, all best wishes, Sally #telco #5G #education

Thorsten Linz's profile picture
Thorsten Linz1 year ago

@EricssonSoftw @sallyeaves, dig deeper beyond buzzwords - how are these innovations tangibly impacting consumers? A thought-provoking discussion awaits.

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26,616 views • 2 years ago

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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

128,122 views • 2 years ago

THE OCCULT ROOTS, ELITE, INTELLIGENCE AGENCIES and INSTITUTIONS PLAN to ALTER MAN & CONTROL SOCIETY. It was all engineered. From symbolism, to intelligence agencies Mk Ultra programs, to transhumanism, and transgenderism, and where the elite get their pedophi*e beliefs from. This is going to explain the foundation and plan for society and layout a huge piece of the puzzle to help you understand where it all came from and how it started. Many of these occult rooted wealthy socialists knew exactly how they were going to literally bring in their New World Order before most of the methods or techniques even existed, and the crazy part is that it's happening today, exactly like they said it was. The last part of their plan, before it is complete was the sexual revolution, and what do we see happening all around us today with transgenderism, transhumanism, and pedophil*a with children? The plan was to revolutionize Western civilization through counterculture, and a sexual revolution to make the West more amenable to a future of socialist technocracy. They knew if they wanted to win they had to play the long game. These people were thinking generations ahead. This is called the Fabian Society model-the slow burn of implemented ideas to transform society. Their symbol is a literal wolf in sheep's clothing/skin. The Fabian Socialist Technocrats talked about this in the 1920s & 1930s. Like Bertrand Russel, a British philosopher who was one of the very first people who openly lived in a pan/poly relationship before anyone else, who basically helped plan the sexual revolution as well as many others. Herbert George Wells (H.G. Wells), the father of science fiction also wrote a bunch of mainline geopolitical books like "The Open Conspiracy," and "The New World Order." In these books he describes how they would revolutionize Western civilization through counterculture and sexual revolution to a socialist technocracy. These books were literally telling you their plans. The concept of technocracy has roots in ancient ideas like Plato's philosopher kings, and it gained traction during the Industrial Revolution and the Great Depression. Technocracy emphasizes the use of technical expertise in decision making often prioritizing scientific evidence and data over political considerations or public opinion. Sounds good in some aspects but it doesn't work overall. So, as counterculture, this sexual revolution, and darker occult practices, like Satanism and Paganism, etc., started to rise up, elites and governments started to catch on to these beliefs and practices and big money went into funding the creation of some institutions, non-profits and other programs along with projects in intelligence agencies in the U.S. and others. This overall takeover of the West and society was both calculated and non-intentional in a way. But from big names involved, The Esalen Institute was born. A non-profit in Big Sur, California that focuses on humanistic alternative education. The Institute played a key role in the Human Potential Movement beginning in the 1960s. The Esalen Institute was founded by Michael Murphy and Dick Price in 1962. It is basically the "think tank" of counterculture and the sexual revolution, promoted by very wealthy and influential people. Their intention was to support alternative methods for exploring human conscientiousness, promoting that everything is divine. One major thing you must understand that the roots of many of the people in Esalen were all into Satanic occult type belief systems and paganistic practices, like from the teachings of Anton LaVey and Aliester Crowley, who both were heavily involved in Satanism and also into pedophil*a and transhumanistic beliefs. Crowley was also a part of British Intelligence/MI5, and heavy into altering the mind with drugs and substances to make contact and change conscientiousness and to be like their own god. Other notable figures of Esalen was Timothy Leary, a psychologist who is also known for his advocacy of psychedelic experiences, a prominent figure of the counterculture movement and heavily into Aliester Crowley's sex revolution beliefs. All these sexual beliefs are associated transhumanism, transgenderism, and pedophil*a. Which is no coincidence why you see the heavy push for this on our society and on our children today. Another very prominent name and usual suspect is David Rockefeller who heavily promoted and funded the Esalen Institution and any others like it and donated millions of dollars to them every single year from the 1970s to around 2004. Rockefeller wasn't the only one and this is just one piece of this overall plan to destroy the West and society itself to bring in this new world. Let's move on. Now we will connect how Mk-Ultra was literally beyond the WW2 German connection and operation paperclip and set up from an arm of these foundations and writings of some of these people who laid the ground work and sparked these ideas into a reality, to be used on Western society and to literally alter man's mind and his actual physical appearance. Bring in the green agenda and convince man that man is the problem. A White Paper was written in the 1970s called, "Changing the Images of Man," put out by the Tavistock Institution. In this key paper they talked about reengineering all of Western civilization's thoughts. Not just about the environment, but also about man himself. The Tavistock Institution of human relations is a British non-profit reaserch and consulting organization, specialising in the study of group behavior. They also have sister companies in China and Germany, and it was established in 1947. They explained about how they needed to convince man that man is the problem. This is exactly where all of your counterculture, sexual revolution, depopulation, antinatalist, transgenderism, transhumanism, pedophil*a, etc., beliefs stem from. You are the problem but you can change yourself. Feb 4, 1932, A Brave New World, and then, A Brave New World Revisited was written. Huxley wrote that this is not fiction, this is a plan of things to come. The 2nd chapter is literally all about child sexual abuse material. This is where all this stuff came about and into our society. Huxley heavily believed in Aliester Crowley's belief systems and partied with Crowley, even attending orgies together. Huxley took Crowley's book, "The Drug Diaries to a government study level in a sense. Which was originally what Crowley was working with to contact entities and perform ritualistic ceremonies and involved with sexual activities with children. Tavistock was basically the British Mk Ultra from the studies originally from Aliester who was also a British intelligence agent with MI5. These drug studies and mind control studies at Tavistock led to the idea that you can engineer and change a human being, not just in his mind, but an entire change of physiology and biology of a person. Hence Transgenderism and Transhumanism, etc. Like how they're literally giving kids drugs and surgeries to "change" their genders today. In 1969 Dr. Holger Hyden who worked on mind control through drugs and medication, etc., was invited to a mind control conference in San Francisco that the Rockefellers sponsored by the CIA's, "Voice of America. Dr. Hyden's papers were about drugs and chemicals actually changing gender in men and women in the future. And look where we are now. The CIA made alliances with the French post modernists and deconstructionists who were a part of Congress for Cultural Freedom. The CIA also had and still does have members who studied and agreed with these same belief systems and started to study mind control after Huxley's brave new world which sparked their interest because of Crowley's actual experimentation actually using drugs to alter conscientiousness and for control or engineering one's mind and the results and studies from the Tavistock and their research. Which all stems back to his Satanic and sexual beliefs. Now we examine the CIA Mk Ultra with Hollywood and it's Mk Ultra program to induce, steer, and mold behavior throughout the population through, sex, drugs, and rock and roll. This was all apart of the mind control program on a grand scale relating to propaganda and drugs. Most A-list celebrities back then were also working or were active intelligence agents who also had DoD badges including Marylyn Monroe, to access the famous Air force location named Laurel Canyon where many operations stemmed from when it came to manipulating the public with music, t.v. and with any other type of influence. Many were recruited to do spy work for intelligence agencies. This was basically them working out their big plan, their agenda, which still happens today with the huge push with the occult and Satanic worship, sexual deviancy, transgenderism, transhumanism, you name it. They even have after school Satan groups in schools for kids starting as young as in kindergarten. This is also why you see the gigantic push for pedophil*a and trying to be able to give children consent and be sexualized, while horrific laws are being passed to reduce penalties for child predators. This is the type of "Brave New World" they want. The last step before bringing in their New World is the sexual revolution aspect which includes transgenderism, pedophil*a, transhumanism, Satanism, the green agenda, and depopulation. But the sexual revolution is the most important and last step. The fall of Rome also occurred when this type of sexual activity occurred as well. Something to really take into consideration and compare it to where we are now. Every single one of these ideologies and beliefs all stem from these wealthy elite individuals, institutions and belief systems that they all planned decades ago and it's literally happening right in front of us. There is so much more to this but this gives you an introduction or a starting point to connect the dots of where it all came from during the past century, which directly is impacting our lives and society. They are now experiencing heavy pushback. We're onto them and their ultimate plan. They gave us the roadmap. It's up to you to understand it and up to all of us to stop it.

The SCIF

85,521 views • 1 year ago

Hyperspace: The Agentic OS Apple Should Have Built On December 19th, 2024, we announced the world’s first Agentic Browser. What followed was a movement — a new category was born which led to many early products in this space and recently the hundreds of people lining up outside the The Agentic Browser Summit in San Francisco underscored that. Silicon Valley instinctively gets it, from students to tech executives, people can feel a revolutionary new change in computing is in the air. Past year taught us why such a product was inevitable, a hard engineering effort, and also the last mover in the entire software world this decade if and when done right. All paths are headed in the same direction: one tool which orchestrates them all. At Hyperspace we showed that path with essays and products we launched in earlier months: from a spatial UI of orchestrating agents, to showcasing transparent activity in how the AI system operates which leads to user trust, to presenting the software end-game, which massively improves human productivity. We also built the world’s largest AI network, drawing participation from people in almost 6000 cities around the world contributing their machines as nodes in the network. Think Uber, but for AI. That is, planetary-scale. And now we are stretching this industry ambition further with our end-to-end vision of the Agentic Supercomputer, the first breakthrough new AI OS, and an effort which spans from AI research to distributed systems to inventing a new UI to inventing a new business model to complement it. All of this together helps us in serving our mission, of delivering “Everyone’s Personal Supercomputer”. While others have built AI-native browsers, no one though has built something agentic from the ground up — with AI as the foundation, not a feature. How do you fundamentally improve the lives’ of billions around the world ? We believe that requires building a native environment for agents to be viewed, created, deployed, executed, discovered and priced in. That is a world where we move on from static apps, to dynamic agents. But, as my 2 year old niece likes to ask: “but why ?” The issue is that the world of software today is fragmented, and everyone is sprinkling on AI as a feature and charging a subscription fees for it. From browser makers, to IDEs, to design and other productivity tools. This leads to a fragmented UX, where people have to learn to use AI in each app, their memory and other context is not shared between all these apps, and they also have to pay separately for compute for each such AI-enhanced app. Each app maker has to figure out basics such as compute, and leads to the issues we saw with Cursor pricing recently. This is not the future. What if AI was the foundation instead of a feature ? What if Apple had built a fundamentally new AI OS from the ground up and what would it have looked like ? At Hyperspace, that is what we did. On July 15th we introduced three breakthrough key pillars of our AI OS: 1. Agentic Browser 2. Agentic Memory 3. Agentic Payments And we didn’t stop there. We also introduced a breakthrough new user interface called the Spatial AI which is inspired both from the spreadsheet and the HyperCard - each card is an agent, with it’s own inputs and outputs, endlessly extensible and pluggable with others, just like cells of a spreadsheet. Update one cell and all the dependents update, like a spreadsheet formula. It goes beyond a static linear workflow to being able to operate in all directions. This revolutionary new interface helps manage all of the below: 1. Multiple websites being browsed in parallel 2. Multiple desktop apps being browsed in parallel 3. Multiple server tools being used in parallel 4. Multiple smartphone apps streamed to your device or opened via an emulator All the software which you need comes together in this one seamless, agent-native interface. This interface provides you access to the largest network of models, vectors, agents and compute on the planet. The Browser. The IDE. The Notepad… they are not separate products: they are all in one, the Agentic Browser. As Steve Jobs famously said at the iPhone announcement, “are you getting it ?” And beneath this UI lies a new intelligence routing layer — leveraging both swarms of specialized models to the Hyperspace Matrix model that recalls thousands of tools in real-time, not by context window hacks, but through retrieval, ranking, and reuse. To many, this will feel like AGI. Not one big system by one big company, but an intelligent network. Now lets talk about privacy… Are you comfortable with one company owning all your memory forever ? I am not. So we have invented Agentic Memory as a new open protocol which provides full power over memory to you, the user. Your memory is yours, encrypted, on your device, and portable if and how you want. Anyone can build on it without our permission, but not without your permission. This protocol, and the decentralized vector database spread out across the world, would enable apps and agents to share context and memory. Think copy-paste, but for the AI world. It doesn’t just remember — it knows what matters. VectorRank helps your AI weigh your life’s most relevant moments over time, just like the way our minds elevate memories. Now each time you use an agent, your experience with other agents will also continuously improve: you don’t have to keep repeating the same things about yourself, while fully preserving your privacy. Agentic Memory is accessible within the Agentic Browser to manage. And there is one more thing… AI as the foundation requires compute to be available at the base layer, but this base layer spans models running on your own device, to cloud APIs, to also running across the peer-to-peer distributed network. Agentic Payments provides a singular interface to all of that compute, running a spot auction clearing marketplace every second to determine the fair price of compute. This results in price transparency, and you as the user paying the lowest possible cost. If you want predictability, you can reserve compute in advance. This end-to-end system provides the most streamlined world for agents to operate in. In order to enable this world and the world of agents being able to pay each other in sub-cent increments millions of times a second, we had to also invent a fundamentally new agentic micropayments blockchain. All of this together would enable a world where you as a user, or the agent itself, can efficiently call and utilize other agents built by others and also pay for content which is unique and useful. This enables a move away from the current AI exploitative economy for bloggers and other content creators, to a web with a fundamental new business model. Earlier we didn’t have the right infrastructure to enable such a world. Now, all the dots connect. The Hyperspace AI OS would give the power of a supercomputer in everyone’s hands. This isn’t a browser, or an IDE or limited to any device or cloud. It’s an entire AI operating system — with a breakthrough new spatial UI, local and distributed compute, agentic memory, agentic payments, and orchestration built into the foundation. As a user, we move the choice back in your hands with an experience you will love and find delightful. You get to choose the level of privacy, cost, and utility you want. And while Apple should have done it, we could not wait, and we feel this just required a new level of passion and DNA which we bring here. We are just getting started. Thank you, Varun Mathur Cofounder and CEO, Hyperspace cc Naval Marc Andreessen 🇺🇸 Vinod Khosla Andrej Karpathy Sam Altman

Varun

190,566 views • 1 year ago

President Xi’s New Year Address On New Year's Eve, Chinese President Xi Jinping delivered his 2026 New Year message through China Media Group and the internet. The following is the full text of the message: Greetings to all! Year after year, life opens a fresh chapter. As the new year begins, I extend my best wishes to you from Beijing! The year 2025 marks the completion of China's 14th Five-Year Plan for economic and social development. Over the past five years, we have pressed ahead with enterprise and fortitude, and overcome many difficulties and challenges. We met the targets in the Plan and made solid advances on the new journey of Chinese modernization. Our economic output has crossed thresholds one after another, and it is expected to reach RMB 140 trillion yuan this year. Our economic strength, scientific and technological abilities, defense capabilities, and composite national strength all reached new heights. Clear waters and lush mountains have become a salient feature of our landscape. Our people enjoy a growing sense of gain, happiness and security. The past five years have been a truly remarkable journey, and our accomplishments have not come easily. Your unwavering hard work has made our nation thrive and prosper. I salute you all for your exceptional diligence and invaluable contributions. This year is full of indelible memories. We solemnly commemorated the 80th anniversary of the victory of the Chinese People's War of Resistance Against Japanese Aggression and the World Anti-Fascist War, and established the Taiwan Recovery Day. These grand national events were majestic and powerful, and the glory of victory will shine through the pages of history. They are inspiring all the sons and daughters of the Chinese nation to remember history, honor fallen heroes, cherish peace, and create a better future. They are rallying a mighty force for the great rejuvenation of our nation. We sought to energize high-quality development through innovation. We integrated science and technology deeply with industries, and made a stream of new innovations. Many large AI models have been competing in a race to the top, and breakthroughs have been achieved in the research and development of our own chips. All this has turned China into one of the economies with the fastest growing innovation capabilities. The Tianwen-2 probe began its star-chasing journey to explore asteroids and comets. Construction of the hydropower project at the lower reaches of the Yarlung Zangbo River started. China's first aircraft carrier equipped with an electromagnetic catapult system was officially commissioned. Humanoid robots did kung fu kicks, and drones performed spectacular light shows. Inventions and innovations have boosted new quality productive forces and added colorful dimensions to our lives. We endeavored to nurture our spiritual home with cultural development. There was a surging public interest in cultural relics, museums, and intangible cultural heritage. A new Chinese cultural site was added to the World Heritage List. Cultural IPs such as Wukong and Nezha became global hits. The younger generation came to deem classic Chinese culture as the finest form of aesthetic expression. The cultural and tourism sectors thrived. The "super league" football games in our cities and villages attracted numerous fans. Ice and snow sports ignited people's passion for the winter season. Tradition is now embracing modernity, and the Chinese culture is shining in even greater splendor. We joined hands to build a better life and enjoyed it together. I attended celebrations in Xizang and Xinjiang. From the snow-covered plateau to both sides of the Tianshan Mountains, people of various ethnic groups are united as one, like seeds of a pomegranate sticking together. With white khatas and passionate singing and dancing, they expressed their love of the motherland and the happiness they enjoy. No issue of the people is too small; we care for every leaf and tend every branch in the garden of people's well-being. Over the past year, the rights and interests of the workforce in new forms of employment have been better protected, facilities have been upgraded to bring more convenience to the elderly, and each family with childcare needs has received a subsidy of RMB 300 yuan per month. When the happy hum of daily life fills every home, the big family of our nation will go from strength to strength. We continued to embrace the world with open arms. The Shanghai Cooperation Organization Summit in Tianjin and the Global Leaders' Meeting on Women were very successful; and island-wide special customs operations were launched in the Hainan Free Trade Port. To better address climate change, China announced new Nationally Determined Contributions. After announcing the three global initiatives on development, security, and civilization, I put forward the Global Governance Initiative to promote a more just and equitable global governance system. The world today is undergoing both changes and turbulence, and some regions are still engulfed in war. China always stands on the right side of history, and is ready to work with all countries to advance world peace and development and build a community with a shared future for humanity. Not long ago, I attended the opening ceremony of the National Games, and I was glad to see Guangdong, Hong Kong and Macao coming together in unity and acting in unison. We should unswervingly implement the policy of One Country, Two Systems, and support Hong Kong and Macao in better integrating into the overall development of our country and maintaining long-term prosperity and stability. We Chinese on both sides of the Taiwan Strait share a bond of blood and kinship. The reunification of our motherland, a trend of the times, is unstoppable! Only a strong Communist Party of China can make our country strong. We launched the study and education program on fully implementing the central Party leadership's eight-point decision on improving Party and government conduct. We exercised strict governance of the Party through credible measures, and promoted the Party's self-revolution to fight corruption and advance healthy governance. As a result, the conduct of our Party and government steadily improved. We must stay true to our original aspiration and founding mission, and pursue our goal with perseverance and dedication. We should continue to give a good answer to the question on how to maintain long-term governance put forth in a cave dwelling in Yan'an and prove ourselves worthy of the people's expectation in the new era. The year 2026 marks the beginning of the 15th Five-Year Plan. A successful venture should start with a good plan and with clear goals set. We should focus on our goals and tasks, boost confidence, and build momentum to press ahead. We should take solid steps to promote high-quality development, further deepen reform and opening up across the board, deliver prosperity for all, and write a new chapter in the story of China's miracle. The dream lofty, the journey long-bold strides will get us there. Let us charge ahead like horses with courage, vitality, and energy, fight for our dreams and our happiness, and turn our great vision into beautiful realities. The sun of the new year will soon rise. May our great motherland stand in magnificence! May the fields across the country deliver good harvest! May our nation bathe in the glory of the morning! May you all enjoy life to the fullest, and achieve every success! May all your dreams come true!

China Perspective

27,604 views • 9 months ago

The most epic 13 minute AI rant I've heard in 2026 PS: My parent's heard this when I was playing it in the car and thought Jason ✨👾SaaStr.Ai✨ Lemkin went OFF like Stephen A Smith does on first take PPS: Full transcript below [17:00] Harry Stebbings: I I just wanted to ask Jason, if the people that we want are fundamentally different, the developers that we used to hire, we don't because AI writes the code for us. The marketers we don't want, the sales people we don't want—who who do we want genuinely? Like what is the attractive profile? Because your Anthropic’s and your OpenAIs are hiring, so so what are the people that we want in the companies of the future? [17:18] Jason Lemkin: Look, I know it sounds trite, but but the answer is simple. It's just the expression each year changes. We want folks that are genuinely AI fluent. It's pretty simple. Now you know, maybe last year we called them prompt engineers, right? That used to be a job. I don't know if you remember that actually used to be the hottest job on planet earth. Now no one needs a prompt engineer because it's pretty easy to prompt all these tools. That job died. Okay. Um and now we need go-to-market engineers. Um I think that job's going to die. We need—everyone needs so many forward deployed engineers. Like you can't hire enough forward deployed engineers. But uh you know um but Palantir just announced in whatever their their big their big event—they've gotten their deployment times down over 90% with forward deployed engineers. So that may become—so the this wave of disruption for the titles and the specificity, it's also exhaustingly accelerating. But it's really simple. You meet anyone for any role—sales, marketing, engineering, product, QA—they're they're either they're either they can't keep all of the ways they use AI to accelerate their job from spewing out of their mouth, or they're staring at you. It's there's nowhere in the middle. Like, and the person that comes in and says—it's it's it sounds Captain Obvious—but like, you know, you just had the whatever from Lovable, the the marketing head that was super popular on the show, right? She's just spewing AI-native insights into Lovable, right? It's not that complicated. You hire her, Elena, or whatever it is. You just hire her. It doesn't matter whether she's still in college or a junior or a senior or a middler, a left or right. And honestly, if you interview people, I would say of all even of the best startups I've invested in, maybe 30% of the management team meets this standard at best. 30%. Maybe less. And of the interviews I do in general, it's single-digit percents. It's just and in in that sense, it's the same as ever. Like you either lower the bar in hiring or you hire someone that's actually great. And someone that's actually great is so far ahead of you in how to apply to to employ the efficiencies of AI in their role, your jaw falls on the table. The difference is we used to need warm bodies. That's what's changing. We used to need warm bodies to answer the call, to do QA, to do code review, to to get the blue pixel to go from the upper left to the lower right. You laugh, but you need you literally needed to brute force this with humans. With AI, every day that goes by, the AI—you do not need brute force human beings on your team. And that's another reason they're shrinking. Why are all these new companies so efficient? They're just not brute forcing things with humans. They're just not. They're choosing not to. And so these team—all the brute forcers out there—everyone talks about how bloated teams got in 2021. I don't agree with that. I think they got as big as they needed to be when growth was high and you needed humans to do everything. All you look at these teams that that doubled—well if growth continued at 60% like the rate in early 2021 for 5 years or can help me do the math and every single thing a software company did required a human. You were understaffed by your 2021 headcount. You'd be sitting here in 2026. You every office in SoMa would be triple packed and you there wouldn't be enough humans to staff your company. It's just the world changed. [20:33] Harry Stebbings: Jason, you live on the bleeding edge. I think me and Rory see that and I think the world sees that when they hear you every week in terms of how you run SaaS. For all of the CEOs and execs who listen to the show, what would you advise them in terms of determining whether someone is AI fluent when they meet them for jobs, for talent? [20:51] Jason Lemkin: Here's I realized I was just asked this. I just did a review with a super fast startup growing just crossing 100 million and I was asked this question. And one of my favorite executives, I thought his answer was pretty dated and because he gave me an answer that was about 6 months old. The answer 6 months old is: "I look for folks in my team, I look for you know at what tools they play with." Okay, that was a great answer in like summer of 2025. Okay, I tried Lovable last week. Okay, the answer in 2026 is: "What commercial AI tool have you brought into your organization this month?" That's the test. Anyone that is on the bleeding edge that you would want to hire—now there are so many great products in the market. Okay, there is no excuse in any role to have not brought one tool a month into your organization. Okay, there—now there's going to be better and better tools and better and better products as the year goes on. What's the one you did? And you will see folks with their deer in the headlights to this question. What what sales tool? What marketing tool? What product tool? What engineering tool? What did you bring in? Why did you pick it? How does it working? Because if you're at remotely at the cutting edge, you're all over this. You're looking for the next agentic tools that will radically improve how you do business. This is—you think everyone thinks SaaS is at the bleeding edge, right? You know, you know, all we do is we're just looking for the tools and trying them. Okay? Okay, we're one year ahead of everybody else because we did the simplest thing in the world. Like we tried the tools early and we trained them. We trained them for a month. Okay, I'll give you—want hear a horrible example from this week? Super hot AI company valued at 6 billion. Okay, I'm not going to name it. Um, this week yesterday told us we had to quadruple what we spent on their product. Okay, their agent told us, right? And why did this happen? Okay. Well, at this $6 billion company, no one had trained the agent on its pricing properly. No one had tested it. They said, "Well, well, we've been in beta." And we said, "Well, when did the beta launch? A year ago." Okay, these are people asleep at at the wheel. You want somebody who the instant this comes up, they exactly know what the issue is. And "Hey, when I was at Lovable Replit, we trained the agent. This is how we did it. I brought in this tool. I brought in this tool that that Rory invested in last week. It solved all these issues." That's what you want to hear. And if they haven't brought in a tool in the last 30 days, at least deeply evaluated it. I don't really care whether they bought it, but gone so far down the funnel they can tell you—pick whatever tool: Fixie, Regie, GC, AIGC—I don't care how you went through it, you looked at it, you can tell me the eight ways it would improve the productivity of your business and three you didn't. Just don't hire that person because they're going to run your company to the ground. This is the job today. The job today is not to screw around on ChatGPT and to be a prompt engineer. The job today is to bring the best AI and agentic products into your organization and leverage all the hard work that the engineers have done building those products. That's your job. You don't have to screw around. You don't have to be a prompt engineer anymore. You have to be an agent deployment expert. A—this is the new job we're making up today. An Agentic Deployment Expert. That's your job from C-level to junior. Agentic Deployment Expert. Don't hire anybody else. You're going to regret it. They're going to stare at the camera. He's good. Stare at the camera. He's honorable. We could probably just I could slip away, get a coffee, and come back. No. And I I sound exasperated, Rory. And I—but the reason I am is I can just see I can see my best companies doing it. And I can see some companies I've invested in not doing it. And I want to cry. I just want to cry when they have no ADs on their team. I just—like you're flushing your years of your life down the toilet by not approaching your how you're building this company this way. [24:33] Rory: Yes. And at the risk of being positive, it's worth pointing out two things he didn't say. Well, something implicit why he said—Jason didn't do the only hire, you know, he didn't commit the um employment law, I think it's a civil penalty of saying only employ people below X who get the new new thing because he implicitly said anyone can do it provided you're willing to learn. And I think that's the big aha that's one of the positive statements to make here right? Look and I think it applies—I'm always wary of being "Hey, coming across, hey this this is the things that you all have to do." I think it applies to everyone including investors right? I mean I will say I have found that unless you're willing to invest the time learning these tools you actually shouldn't be investing in them. One of my partners Andy had this expression: "You know, if you decide you want to stop learning new things you probably should retire within 6 to 12 months and never write another check again." Maybe that's down to 3 to 6 months at this stage, right? And I think, you know, it's— [25:27] Harry Stebbings: Yeah, I actually I actually had a meeting with mine and Jason's biggest investor the other day and I—pretend he's not here—I said I think he's the most equipped investor for this generation of investing because I don't think anyone quite sits at the bleeding edge like he does on the investor side. [25:42] Harry Stebbings: Why in terms of using the equip stuff? Yeah. Yeah. In terms of using the stuff, understanding understanding bottlenecks, constraints. For sure. [25:51] Jason Lemkin: But can I just add one point? We can just cuz it's so important if it helps people. Okay, we are—and thank you Harry. We're going through these phases. Okay, and when AI started to blow up for real for us, uh call it early 2024, right? Maybe late '23, I wasn't equipped. It was too technical. I wasn't going to go in and figure out—I wasn't smart enough to figure out how to deal with a massively hallucinating LLM API and turn that and turn that into something magical. Kudos to investors and others that that got it in early '23, '22. I mean I remember I—I guess it was maybe SaaStr Annual '23. I was with David Sacks and I did a Q&A and I said, "How you thinking about AI at Craft?" He's like, "Well we're all in. We want 80% of '23 of investments to be AI." I'm like, "Great but like show me the show me the great ones in market." He's like, "They're all prototypes. We're all they're all they're all proof of concepts but we're all in anyway." That's where you kind of had to be in '23 if you weren't investing at like the LLM level. Okay, I wasn't smart enough. Then we went through this weird-ass prompt engineer era where like you you could torture these products to do something good, right? But you had to torture them. You had to like craft these crazy things that made no sense. Now we are in the era where mere ordinarily smart generalists can make these tools do magical things. And literally I go to these meetings and people be like, "I don't know how to like this is so scary. I don't know how to do this." And we show them our backends. Do you know how to do a workflow generator? Do you know how to do a a decision tree? Like we've been building these since software in the '90s. Okay, if you—I can show you all of our agents. The how they work is novel. They do have to be trained. You can't be lazy and have these agents work. But honestly, the the UI, the UX, the way we interact with them, it's just software. And so my point is: Pick yourself off the ground. This is your time now. If you felt lost in AI era, if you felt like you're behind, you don't understand what all these people are saying on X and Twitter and their Claude and and their and talking about all the 4.6 point Nano point and it's over—like you just it's not your world. This is your time. This is your time for the generalist that knows how to use software tools really really well. And I—this is my last point but it's so important. If ever in your recent life—and this is why you could be all you need to be is young at heart to Rory's point—if in the last three to five years you have successfully deployed a piece of enterprise software of any sort you yourself, not some agency you hired, but if you have deployed it, you can deploy any agentic tool. Any. And you can become the hero in your company and you can become the hero in your functional area. But I watch folks—I'm literally helping a company now that they're adding hundreds of sales folks this year with a new pre-IPO COO—he's not hasn't brought in a single tool, totally scared of it. Okay, it's not that hard. Did you use SalesLoft? Did you use Outreach? Did you use HubSpot? Do you know these tools? If you can deploy these tools, you can deploy a world-changing AI agent. And so this is the time for people like the folks that that were shut out of the AI revolution right now. The generalist folks that are not that know how to deploy software that don't even know how to build software. Like vibe coding for me was folks who knew how to build software, but you didn't have to be an engineer. Now, you just need to know how to deploy software to win with AI agents. That's all you need to know. So many people have these skills and they're petrified of AI. "How did you do that? How did you deploy an AI BDR?" Well, we bought a piece of software, we figured out how it worked for a day, we set it up in an afternoon, and then and then we did spend 30 months training it, which you didn't do with this old software because in the old days, we just had to manually upload all the data, right? And there was no training. The the only non-intuitive part is training these things. And it's it's it's just work. So that's why when I see folks on the management team not doing this, there's no excuse. You do not need to be technical to win with AI agents in Q2 of '26. You do not need to be even 1% technical. Not at all. So it's your time. Or you're going to get laid off. Or you're going to get laid off because you're not going to matter.

Arjun Mahadevan (Mr. LLC 🇺🇸)

37,972 views • 6 months ago

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

324,632 views • 4 months ago