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Master fuzzing with AFL++/QEMU to discover vulnerabilities in large codebases. Learn full-system fuzzing, exploit edge cases in parsers & drivers, and hunt CVEs systematically. AFL + QEMU = CVEs 🔍 Below an example of HexHiveEPFL Native Android System Service (NASS) Fuzzing fuzzing installd paths

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fuzzsociety

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15,315 görüntüleme • 9 ay önce •via X (Twitter)

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We built a full-system iOS fuzzer using QEMU+AFL, dup2() I/O channels, hypercalls, syscall enumeration & __syscall tricks on undocumented architecture. Bridged gap between fuzzing theory & closed-source systems. Instructions and code Course and book The course has an exam and a certification. #iOSFuzzing #SecurityResearch #Fuzzing
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We built a full-system iOS fuzzer using QEMU+AFL, dup2() I/O channels, hypercalls, syscall enumeration & __syscall tricks on undocumented architecture. Bridged gap between fuzzing theory & closed-source systems. Instructions and code Course and book The course has an exam and a certification. #iOSFuzzing #SecurityResearch #Fuzzing

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Our flagship Hunting Zero-Days in Embedded Devices course is now ONLINE and ON-DEMAND! Learn how to reverse engineer embedded devices and exploit them remotely! In this course, we will show you our tips, tricks and techniques to analyse embedded system hardware, extract its firmware, reverse engineer it, find vulnerabilities and exploit them remotely. All of this backed up with over 14 hours of video content and tons of hands-on, long and hard exercises. But it's not going to be easy... this is not your cookie cutter "do this, do that" course. You will be throw in the deep end, and have to survive. You've been warned! More information below (& a massive launch discount code in the thread) Join us at
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Our flagship Hunting Zero-Days in Embedded Devices course is now ONLINE and ON-DEMAND! Learn how to reverse engineer embedded devices and exploit them remotely! In this course, we will show you our tips, tricks and techniques to analyse embedded system hardware, extract its firmware, reverse engineer it, find vulnerabilities and exploit them remotely. All of this backed up with over 14 hours of video content and tons of hands-on, long and hard exercises. But it's not going to be easy... this is not your cookie cutter "do this, do that" course. You will be throw in the deep end, and have to survive. You've been warned! More information below (& a massive launch discount code in the thread) Join us at

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New short course: Practical Multi AI Agents and Advanced Use Cases with crewAI. Learn to build and deploy advanced agent-based systems in real applications in this course, created with CrewAI and taught by its founder, João Moura! (Disclosure: I've made a small seed investment in CrewAI.) In this course, you’ll learn how to create advanced agent-based apps that use external tools, do performance testing, can be trained with human feedback, and perform multiple tasks with different large language models. You will build several practical agentic apps that provide real business value, such as an automated project planning system, lead scoring and engagement pipeline, customer support data analysis, and a robust content creation system. In detail, you will learn how to: - Create these multi-agent systems with the building blocks of tasks, agents, and crews, along with the different things that make them work, such as caching, memory, and guardrails. - Integrate your multi-agent application with internal and external systems. - Connect multiple agents in complex setups, including parallel, sequential, and hybrid configurations, and create flows involving multiple agentic applications working together. - Test your agentic workflow and train it using human feedback to optimize its performance for better and more consistent results. - Work with multiple LLMs in your multi-agent system, using the appropriate model sizes and providers to fit each agent’s specific task. - Start a project from scratch in your environment and prepare it for deployment. You’ll also learn from an interview between João and Jacob Wilson, the Commercial GenAI Principal at PwC , in which they discuss deploying agentic workflows in real industry use cases. By the end of this course, you will be equipped to start building custom multi-agentic systems for your work. Please sign up here!
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New short course: Practical Multi AI Agents and Advanced Use Cases with crewAI. Learn to build and deploy advanced agent-based systems in real applications in this course, created with CrewAI and taught by its founder, João Moura! (Disclosure: I've made a small seed investment in CrewAI.) In this course, you’ll learn how to create advanced agent-based apps that use external tools, do performance testing, can be trained with human feedback, and perform multiple tasks with different large language models. You will build several practical agentic apps that provide real business value, such as an automated project planning system, lead scoring and engagement pipeline, customer support data analysis, and a robust content creation system. In detail, you will learn how to: - Create these multi-agent systems with the building blocks of tasks, agents, and crews, along with the different things that make them work, such as caching, memory, and guardrails. - Integrate your multi-agent application with internal and external systems. - Connect multiple agents in complex setups, including parallel, sequential, and hybrid configurations, and create flows involving multiple agentic applications working together. - Test your agentic workflow and train it using human feedback to optimize its performance for better and more consistent results. - Work with multiple LLMs in your multi-agent system, using the appropriate model sizes and providers to fit each agent’s specific task. - Start a project from scratch in your environment and prepare it for deployment. You’ll also learn from an interview between João and Jacob Wilson, the Commercial GenAI Principal at PwC , in which they discuss deploying agentic workflows in real industry use cases. By the end of this course, you will be equipped to start building custom multi-agentic systems for your work. Please sign up here!

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The hundreds of millions of people with autoimmune disease may get more clarity in this 80-second video than they’ve gotten from years of doctor visits. Gary Brecka flipped the narrative and asked: “What if God didn’t make a mistake?” “What if the immune system is actually acting properly,” and it’s attacking the body for a reason, but you just have to figure it out? He argues that, in most cases, you can trace the root cause of autoimmune disease back to four broad categories: • mold and mycotoxins • heavy metals • viruses • and parasites. According to Brecka, if you systematically eliminate those four drivers, you’ll discover that your autoimmune disease begins to resolve because the immune system no longer has a reason to attack. Like Brecka, A Midwestern Doctor has spent years uncovering what’s really driving autoimmune disease. If you or someone you love is suffering, don’t skip this 5-minute read. It goes deeper into what Brecka just laid out. 🧵
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The Vigilant Fox 🦊

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Pentesting firms don't want you to see this. An open-source AI agent just replicated their $50k service. A "normal" pentest today looks like this: - $20k-$50k per engagement - 4-6 weeks of scoping, NDAs, kickoff calls - A big PDF that's outdated the moment you ship a new feature Meanwhile, AI agents are quietly starting to perform on-par with human pentester on the stuff that actually matters day-to-day: ↳ Enumerating attack surface ↳ Fuzzing endpoints ↳ Chaining simple vulns into real impact ↳ Producing PoCs and remediation steps developers can actually use And they do it in hours instead of weeks and at a fraction of the cost. This approach is actually implemented in Strix, a recently-trending open-source framework (14k+ stars) for AI pentesting agent. The framework spins up a team of AI "attackers" that probe your web apps, APIs, and code. It then returns validated findings with exploit evidence, remediation steps, and a full PDF report that looks exactly like what you'd get from a traditional firm, but without a $50k invoice and a month-long wait time. You can see the full implementation on GitHub and try it yourself. Just run: `strix --target https: //your-app .com` and you are good to go. Human red teams aren't disappearing but the routine pentest (pre-launch, post-refactor, quarterly checks) is clearly shifting to AI. Strix is one of the first tools that makes that shift feel real instead of hypothetical. I've shared the GitHub repo in the replies.
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New short course: Long-Term Agentic Memory with LangGraph. Learn to build an agent with long-term memory in this course developed in collaboration with taught by its Co-Founder and CEO, Harrison Chase! Personal assistance and productivity tasks have become important use cases for agents. An important feature of an AI assistant, such as a coding or calendar assistant, is its ability to keep improving over time from its experience. Agent memory is the key capability that enables this. To add memory to an agent, you must first figure out what to store and what to retrieve when it is time to use the information. Additionally, you’ll have to decide when to update the stored information. For example, you might update in each iteration loop of the agent or perform updates in the background, with a helper agent. In this course, you will learn a mental framework to build agents with long-term memory. You'll create a useful email assistant that can respond, ignore, and notify using writing, scheduling, and memory-management tools. You’ll develop your agent's memory by adding facts to its memory store, provide examples to learn the user's preferences, and optimize system prompts to evolve instructions based on previous responses. In detail, you’ll: - Learn how the three types of memory--semantic, episodic, and procedural–and the two update mechanisms–via hot path and in the background–apply to your agents. - Build an email agent with writing, scheduling, and availability tools, along with a router that triages incoming email and handles it accordingly by ignoring, responding, or notifying the user. - Add tools to your email agent that allow it to operate on semantic memory by learning facts about the user, storing them in a long-term memory store, and searching over them in future interactions. - Incorporate episodic memory, in the form of few-shot examples, in the triage step of your agents to help them learn and update user preferences. - Add procedural memory as system prompts, optimized with feedback to improve the instructions the agent follows. Learn how to approach memory in agents, and start building agents with long-term memory with LangGraph! Please sign up here:
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New short course: Long-Term Agentic Memory with LangGraph. Learn to build an agent with long-term memory in this course developed in collaboration with taught by its Co-Founder and CEO, Harrison Chase! Personal assistance and productivity tasks have become important use cases for agents. An important feature of an AI assistant, such as a coding or calendar assistant, is its ability to keep improving over time from its experience. Agent memory is the key capability that enables this. To add memory to an agent, you must first figure out what to store and what to retrieve when it is time to use the information. Additionally, you’ll have to decide when to update the stored information. For example, you might update in each iteration loop of the agent or perform updates in the background, with a helper agent. In this course, you will learn a mental framework to build agents with long-term memory. You'll create a useful email assistant that can respond, ignore, and notify using writing, scheduling, and memory-management tools. You’ll develop your agent's memory by adding facts to its memory store, provide examples to learn the user's preferences, and optimize system prompts to evolve instructions based on previous responses. In detail, you’ll: - Learn how the three types of memory--semantic, episodic, and procedural–and the two update mechanisms–via hot path and in the background–apply to your agents. - Build an email agent with writing, scheduling, and availability tools, along with a router that triages incoming email and handles it accordingly by ignoring, responding, or notifying the user. - Add tools to your email agent that allow it to operate on semantic memory by learning facts about the user, storing them in a long-term memory store, and searching over them in future interactions. - Incorporate episodic memory, in the form of few-shot examples, in the triage step of your agents to help them learn and update user preferences. - Add procedural memory as system prompts, optimized with feedback to improve the instructions the agent follows. Learn how to approach memory in agents, and start building agents with long-term memory with LangGraph! Please sign up here:

Andrew Ng

132,058 görüntüleme • 1 yıl önce

Alex Krainer (Alex (Sasha) Krainer) draws the sharpest possible line: the real conflict is not between nations, but between two opposing systems of economic governance. One is the British free-trade system of extraction, concentration of wealth, and forever wars. The other is the national system of political economy — the American System of Hamilton, Clay, Lincoln and Henry C. Carey. “The conflict in fact is between the western colonialist system and everyone who rejects colonial subjugation. The war in Ukraine, war against Iran, genocide of the Palestinian people, the buildup to the war on China, the uncontrolled migrations, and many other social, political, and economic crises are all merely different battlefields of the same great conflict. What are these two opposed systems of economic governance? One is the British system of free trade. The other is the national system of political economy. It is often referred to as the American system because it was pioneered by American leaders like Alexander Hamilton, Henry Clay, Abraham Lincoln, and Lincoln’s chief economic adviser, Henry C. Carey. In a nutshell, the national system seeks to create protective barriers to foreign trade in order to give domestic manufacturing a fighting chance against foreign competition. It also accumulates capital at home, investing it into manufacturing, infrastructure, education, research and development, innovation, culture, and other uses that raise society’s standards of living. By contrast, the British system of free trade extracts wealth and concentrates it. It seeks to remove all barriers to the worldwide free flow of capital, always in pursuit of the highest possible return. With free trade, nations are obliged to compete for investment capital by systematically depressing wages, job security, pensions, healthcare services, and education. Other costs which cut into returns on capital are infrastructure development, social spending programs, and protection of the environment. Therefore, competing for investment capital entails progressive slashing of all these cost items down to the bare bones. In that sense, the British free trade system amounts to a competitive race to the bottom. In his 1851 book The Harmony of Interests, Abraham Lincoln’s economic adviser Henry Carey contrasted the two systems, opening with the words: ‘Two systems are before the world.’ Carey’s prose is rather long, but it could be summarized along seven key dimensions: 1. Trade versus production. One system directs capital and draws labor towards trade and speculation. This tends to depress wages and erode prosperity. The other system fosters production of goods, services, and infrastructure. It leads to higher wages and rising standards of living. 2. Raw materials versus finished goods. One system favors mass production of raw materials and cash crops for trade. It systematically impoverishes farmers and reduces their employment. The other system favors production of more refined, high-quality products, enriching their producers. 3. Exporting produce versus enjoying it at home. One system sends mass-produced bulk abroad, sometimes even causing famines in the producing economy. The other system organizes labor to satisfy domestic demand and produce an abundance of diverse high-quality products at home. 4. Concentration versus dispersion of wealth. One system concentrates wealth and power in a few hands in great commercial cities while depleting and impoverishing the rest of the nation. The other system enriches those engaged in production and disperses wealth more evenly across society. 5. War versus moral and educational growth. One system compels the productive sector to fund fleets and armies. The other directs the same means for moral and intellectual growth of the people in their nations. 6. Stable communities versus population replacement. One system requires a large low-skilled labor force that accepts work with low wages. It predictably resorts to a mass influx of immigrants. The other system raises the standards of living, prosperity, and security of the native labor force. 7. Universal war versus universal peace. One system gives rise to universal forever wars. The other strives to preserve peace. Let’s condense these seven points even further. One system favors production of raw commodities in bulk. It lowers living standards, concentrates wealth in few hands, impoverishes the workforce, and favors population replacement, militarization and forever wars. This is the British system of free trade. The other system favors production of diverse quality products at home, enriches their producers, raises the standards of living, disperses wealth, fosters stable communities and favors stability and peace. This is the national system of political economy — or the American system. Its aspiration is sovereignty and independence. Free trade’s aspiration is globalization and unipolar hegemony. The contrast between the two systems could not be any starker, and the record entirely validates the way Henry Carey characterizes them. And we’ll see from actual historical examples where one system or the other was implemented and from the ways that they changed the societies in question.” Two systems are before the world. One produces prosperity and peace. The other produces poverty, migration and perpetual war. The choice remains.
4:35

Alex Krainer (Alex (Sasha) Krainer) draws the sharpest possible line: the real conflict is not between nations, but between two opposing systems of economic governance. One is the British free-trade system of extraction, concentration of wealth, and forever wars. The other is the national system of political economy — the American System of Hamilton, Clay, Lincoln and Henry C. Carey. “The conflict in fact is between the western colonialist system and everyone who rejects colonial subjugation. The war in Ukraine, war against Iran, genocide of the Palestinian people, the buildup to the war on China, the uncontrolled migrations, and many other social, political, and economic crises are all merely different battlefields of the same great conflict. What are these two opposed systems of economic governance? One is the British system of free trade. The other is the national system of political economy. It is often referred to as the American system because it was pioneered by American leaders like Alexander Hamilton, Henry Clay, Abraham Lincoln, and Lincoln’s chief economic adviser, Henry C. Carey. In a nutshell, the national system seeks to create protective barriers to foreign trade in order to give domestic manufacturing a fighting chance against foreign competition. It also accumulates capital at home, investing it into manufacturing, infrastructure, education, research and development, innovation, culture, and other uses that raise society’s standards of living. By contrast, the British system of free trade extracts wealth and concentrates it. It seeks to remove all barriers to the worldwide free flow of capital, always in pursuit of the highest possible return. With free trade, nations are obliged to compete for investment capital by systematically depressing wages, job security, pensions, healthcare services, and education. Other costs which cut into returns on capital are infrastructure development, social spending programs, and protection of the environment. Therefore, competing for investment capital entails progressive slashing of all these cost items down to the bare bones. In that sense, the British free trade system amounts to a competitive race to the bottom. In his 1851 book The Harmony of Interests, Abraham Lincoln’s economic adviser Henry Carey contrasted the two systems, opening with the words: ‘Two systems are before the world.’ Carey’s prose is rather long, but it could be summarized along seven key dimensions: 1. Trade versus production. One system directs capital and draws labor towards trade and speculation. This tends to depress wages and erode prosperity. The other system fosters production of goods, services, and infrastructure. It leads to higher wages and rising standards of living. 2. Raw materials versus finished goods. One system favors mass production of raw materials and cash crops for trade. It systematically impoverishes farmers and reduces their employment. The other system favors production of more refined, high-quality products, enriching their producers. 3. Exporting produce versus enjoying it at home. One system sends mass-produced bulk abroad, sometimes even causing famines in the producing economy. The other system organizes labor to satisfy domestic demand and produce an abundance of diverse high-quality products at home. 4. Concentration versus dispersion of wealth. One system concentrates wealth and power in a few hands in great commercial cities while depleting and impoverishing the rest of the nation. The other system enriches those engaged in production and disperses wealth more evenly across society. 5. War versus moral and educational growth. One system compels the productive sector to fund fleets and armies. The other directs the same means for moral and intellectual growth of the people in their nations. 6. Stable communities versus population replacement. One system requires a large low-skilled labor force that accepts work with low wages. It predictably resorts to a mass influx of immigrants. The other system raises the standards of living, prosperity, and security of the native labor force. 7. Universal war versus universal peace. One system gives rise to universal forever wars. The other strives to preserve peace. Let’s condense these seven points even further. One system favors production of raw commodities in bulk. It lowers living standards, concentrates wealth in few hands, impoverishes the workforce, and favors population replacement, militarization and forever wars. This is the British system of free trade. The other system favors production of diverse quality products at home, enriches their producers, raises the standards of living, disperses wealth, fosters stable communities and favors stability and peace. This is the national system of political economy — or the American system. Its aspiration is sovereignty and independence. Free trade’s aspiration is globalization and unipolar hegemony. The contrast between the two systems could not be any starker, and the record entirely validates the way Henry Carey characterizes them. And we’ll see from actual historical examples where one system or the other was implemented and from the ways that they changed the societies in question.” Two systems are before the world. One produces prosperity and peace. The other produces poverty, migration and perpetual war. The choice remains.

🅰pocalypsis 🅰pocalypseos 🇷🇺 🇨🇳 🅉

46,499 görüntüleme • 1 ay önce

If you don't have an automated trading system, I can set one up for you in less than 3 days! Outperform the market with: - Higher Win Rates - Lightning Fast Execution - Fully Automated Trading System Schedule a call using the link below: Discover the future of trading with our AI-powered "smart bots" that can deliver an impressive win rate of up to 95%. Say goodbye to the tedious task of monitoring charts and wasting precious time. 🚀 Why Choose Us? ✅ Quantitatively Designed Trading Algortihms: Our algorithms are crafted with precision, ensuring robust performance and consistency. ✅ Engineered "Smart Bots": Experience lightning-fast trades with our state-of-the-art smart bots that adapt and learn. ✅ Fully Automated Trading System: Our system works around the clock, executing your trading strategies flawlessly, without the need for manual intervention. ✅ Powerfully Designed Algorithms: Our cutting-edge algorithms are the backbone of our trading systems, engineered to maximize your trading outcomes. ✅ Built-In Risk Management Strategies: Safeguard your investments with integrated risk management protocols designed to minimize losses and protect gains. ✅ Use #BTC as collateral to compound returns while HODLing, effectively earning a yield 🌟 Exclusive Benefits for Our Clients ✅ Tailored Solutions for Every Trader: Whether you’re a novice or a seasoned trader, our platform is designed to meet your specific trading needs and preferences. ✅ Supportive Community: Join our network of traders who share insights, strategies, and success stories. Build connections, make friends, and grow your trading knowledge. Schedule a call using the link below:
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If you don't have an automated trading system, I can set one up for you in less than 3 days! Outperform the market with: - Higher Win Rates - Lightning Fast Execution - Fully Automated Trading System Schedule a call using the link below: Discover the future of trading with our AI-powered "smart bots" that can deliver an impressive win rate of up to 95%. Say goodbye to the tedious task of monitoring charts and wasting precious time. 🚀 Why Choose Us? ✅ Quantitatively Designed Trading Algortihms: Our algorithms are crafted with precision, ensuring robust performance and consistency. ✅ Engineered "Smart Bots": Experience lightning-fast trades with our state-of-the-art smart bots that adapt and learn. ✅ Fully Automated Trading System: Our system works around the clock, executing your trading strategies flawlessly, without the need for manual intervention. ✅ Powerfully Designed Algorithms: Our cutting-edge algorithms are the backbone of our trading systems, engineered to maximize your trading outcomes. ✅ Built-In Risk Management Strategies: Safeguard your investments with integrated risk management protocols designed to minimize losses and protect gains. ✅ Use #BTC as collateral to compound returns while HODLing, effectively earning a yield 🌟 Exclusive Benefits for Our Clients ✅ Tailored Solutions for Every Trader: Whether you’re a novice or a seasoned trader, our platform is designed to meet your specific trading needs and preferences. ✅ Supportive Community: Join our network of traders who share insights, strategies, and success stories. Build connections, make friends, and grow your trading knowledge. Schedule a call using the link below:

Minotaur Trading Systems

46,230 görüntüleme • 1 yıl önce

Horizon: Steel Frontiers announced, an MMORPG set in Horizon's world, coming to iOS/Android (playable on PC) Full Video ▶️ ▪️In development by NCSoft (collaboration with Guerrilla) ▪️"Designed specifically" for mobile ▪️Share the frontier with "thousands of other players" an undertake large-scale raids, battle the series' signature "mechanical beasts", or compete with other rival tribes for resources ▪️Players assume the role of machine hunters, "chasing opportunity", 'advanced combat system' ▪️Takes place in a region called the Deathlands, inspired by Arizona and New Mexico ▪️Features custom character creator ▪️New mechanics for fighting the machines, like 'picking up dropped weapons from beasts and carrying them on a mount to use in later fights'
4:07

Horizon: Steel Frontiers announced, an MMORPG set in Horizon's world, coming to iOS/Android (playable on PC) Full Video ▶️ ▪️In development by NCSoft (collaboration with Guerrilla) ▪️"Designed specifically" for mobile ▪️Share the frontier with "thousands of other players" an undertake large-scale raids, battle the series' signature "mechanical beasts", or compete with other rival tribes for resources ▪️Players assume the role of machine hunters, "chasing opportunity", 'advanced combat system' ▪️Takes place in a region called the Deathlands, inspired by Arizona and New Mexico ▪️Features custom character creator ▪️New mechanics for fighting the machines, like 'picking up dropped weapons from beasts and carrying them on a mount to use in later fights'

Shinobi602

488,416 görüntüleme • 10 ay önce

🚨 Robert Monroe Revealed The True Meaning Of Life... “You come here as a vortex of energy... As an alien to this earth life system. You don’t belong here.” He says we came to learn a measurement system of opposites - especially pain and pleasure. “How in the world could you know pleasure if you didn’t know pain? The most boring thing that you could do is have a very even life with no pain or no pleasure. You couldn’t stand it.” We’re also here to master energy manipulation and acquire the ultimate tool: a powerful intellect that turns us into super beings. This flips everything you thought about life, struggles, and growth. What’s the hardest “lesson” pain has taught you? Do you ever feel like you don’t belong here? What do you think is the real purpose of this Earth life system? Drop your thoughts below 👇 #RobertMonroe #LifePurpose
4:06

🚨 Robert Monroe Revealed The True Meaning Of Life... “You come here as a vortex of energy... As an alien to this earth life system. You don’t belong here.” He says we came to learn a measurement system of opposites - especially pain and pleasure. “How in the world could you know pleasure if you didn’t know pain? The most boring thing that you could do is have a very even life with no pain or no pleasure. You couldn’t stand it.” We’re also here to master energy manipulation and acquire the ultimate tool: a powerful intellect that turns us into super beings. This flips everything you thought about life, struggles, and growth. What’s the hardest “lesson” pain has taught you? Do you ever feel like you don’t belong here? What do you think is the real purpose of this Earth life system? Drop your thoughts below 👇 #RobertMonroe #LifePurpose

Interstellar

32,150 görüntüleme • 6 ay önce

Alex Hormozi says the easiest business to start is a service business... You sell a skill you already have and it needs almost no upfront capital. An outbound agency fits that EXACTLY: - No product to build - No inventory - Software costs a few hundred a month - You can start with 1 client - Every system you build works on the next client My outbound agency has run 10M+ emails and 700k+ cold calls across 100+ B2B companies. 30k+ leads and $70M+ in pipeline for our clients All with the same systems running across many clients instead of one. That is 1 of the 2 paths broken down in this article. The other is doing it in house as a GTM engineer. Full guide is in the article:
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Alex Hormozi says the easiest business to start is a service business... You sell a skill you already have and it needs almost no upfront capital. An outbound agency fits that EXACTLY: - No product to build - No inventory - Software costs a few hundred a month - You can start with 1 client - Every system you build works on the next client My outbound agency has run 10M+ emails and 700k+ cold calls across 100+ B2B companies. 30k+ leads and $70M+ in pipeline for our clients All with the same systems running across many clients instead of one. That is 1 of the 2 paths broken down in this article. The other is doing it in house as a GTM engineer. Full guide is in the article:

Christian

68,821 görüntüleme • 25 gün önce

🚨APPLE SPENT 5 YEARS AND BILLIONS OF DOLLARS BUILDING THE MOST ADVANCED SECURITY SYSTEM IN CONSUMER HISTORY.. AN AI BROKE IT IN 5 DAYS.. Here’s what just happened.. Apple built something called Memory Integrity Enforcement for its new M5 chips.. It’s a hardware-level security system that attaches secret cryptographic tags to every piece of memory.. If a hacker tries to access memory they shouldn’t.. The chip blocks it instantly.. Every known exploit chain against iOS and macOS was rendered obsolete overnight.. Apple said so themselves.. Then a small team at a cybersecurity firm called Calif used Anthropic’s unreleased Claude Mythos Preview to find vulnerabilities in the macOS kernel.. The AI found the bugs almost instantly.. Because once it learned the pattern of a specific type of flaw.. It could recognize every other flaw in that same class across the entire codebase.. What used to take elite security teams months.. The AI did in hours.. Within 5 days.. The team had a fully working exploit that escalated a basic user account to full root access on an M5 Mac running the latest macOS.. With MIE fully enabled.. The billion-dollar hardware defense running at full strength.. The trick.. They didn’t fight the hardware.. They went around it.. MIE is designed to catch memory corruption.. Hackers trying to overwrite pointers or inject code.. The team used a “data-only” approach instead.. They manipulated legitimate data structures the hardware was never designed to monitor.. Like changing an internal flag from “standard user” to “admin”.. The chip saw a perfectly normal operation.. The operating system obeyed.. And the attacker had total control.. The hardware thought everything was fine.. Because technically it was.. The exploit never triggered a single tag mismatch.. They walked into Apple Park and hand-delivered a 55-page report.. Apple patched it in macOS 26.5.. And for the first time ever.. Apple’s official security advisory credited the vulnerability discovery to “Calif dot io in collaboration with Claude and Anthropic Research”.. An AI is now credited in Apple’s CVE patches.. But here’s what makes this story truly terrifying.. Before MIE existed.. An exploit kit called DarkSword was hitting iPhones with zero-click attacks.. Six vulnerabilities chained together.. Total device control just from visiting a webpage.. Deployed by Russian espionage groups, Turkish surveillance vendors, and actors in Saudi Arabia.. Then it got leaked on GitHub.. Nation-state capabilities.. Free for anyone.. MIE was supposed to make all of that impossible.. And an AI found a way around it in 5 days.. The previous model.. Claude Opus 4.6.. Found 22 security bugs in the Firefox codebase.. Claude Mythos Preview found 271 in the same environment.. A tenfold increase.. Linux kernel CVEs jumped from 300 per year to over 5,500.. Largely driven by AI-powered vulnerability research.. The IMF designated Claude Mythos as a systemic financial stability risk.. Because if an AI finds a flaw in software used by every major bank simultaneously.. It could trigger a cascading financial crisis.. Anthropic knew this was coming.. That’s why they didn’t release the model publicly.. Instead they launched Project Glasswing.. Giving defensive access to AWS, Apple, Google, Microsoft, Nvidia, CrowdStrike, JPMorgan, and others.. $100 million in usage credits.. So defenders can scan their own systems before attackers get this capability.. The Pentagon blacklisted Anthropic over autonomous weapons.. Then quietly started using Mythos to harden government systems anyway.. The cybersecurity arms race just changed permanently.. Hardware can’t save you.. Software can’t save you.. The only defense against an AI that finds vulnerabilities is another AI that finds them first.. Five years and billions of dollars.. Five days and one AI.
0:20

🚨APPLE SPENT 5 YEARS AND BILLIONS OF DOLLARS BUILDING THE MOST ADVANCED SECURITY SYSTEM IN CONSUMER HISTORY.. AN AI BROKE IT IN 5 DAYS.. Here’s what just happened.. Apple built something called Memory Integrity Enforcement for its new M5 chips.. It’s a hardware-level security system that attaches secret cryptographic tags to every piece of memory.. If a hacker tries to access memory they shouldn’t.. The chip blocks it instantly.. Every known exploit chain against iOS and macOS was rendered obsolete overnight.. Apple said so themselves.. Then a small team at a cybersecurity firm called Calif used Anthropic’s unreleased Claude Mythos Preview to find vulnerabilities in the macOS kernel.. The AI found the bugs almost instantly.. Because once it learned the pattern of a specific type of flaw.. It could recognize every other flaw in that same class across the entire codebase.. What used to take elite security teams months.. The AI did in hours.. Within 5 days.. The team had a fully working exploit that escalated a basic user account to full root access on an M5 Mac running the latest macOS.. With MIE fully enabled.. The billion-dollar hardware defense running at full strength.. The trick.. They didn’t fight the hardware.. They went around it.. MIE is designed to catch memory corruption.. Hackers trying to overwrite pointers or inject code.. The team used a “data-only” approach instead.. They manipulated legitimate data structures the hardware was never designed to monitor.. Like changing an internal flag from “standard user” to “admin”.. The chip saw a perfectly normal operation.. The operating system obeyed.. And the attacker had total control.. The hardware thought everything was fine.. Because technically it was.. The exploit never triggered a single tag mismatch.. They walked into Apple Park and hand-delivered a 55-page report.. Apple patched it in macOS 26.5.. And for the first time ever.. Apple’s official security advisory credited the vulnerability discovery to “Calif dot io in collaboration with Claude and Anthropic Research”.. An AI is now credited in Apple’s CVE patches.. But here’s what makes this story truly terrifying.. Before MIE existed.. An exploit kit called DarkSword was hitting iPhones with zero-click attacks.. Six vulnerabilities chained together.. Total device control just from visiting a webpage.. Deployed by Russian espionage groups, Turkish surveillance vendors, and actors in Saudi Arabia.. Then it got leaked on GitHub.. Nation-state capabilities.. Free for anyone.. MIE was supposed to make all of that impossible.. And an AI found a way around it in 5 days.. The previous model.. Claude Opus 4.6.. Found 22 security bugs in the Firefox codebase.. Claude Mythos Preview found 271 in the same environment.. A tenfold increase.. Linux kernel CVEs jumped from 300 per year to over 5,500.. Largely driven by AI-powered vulnerability research.. The IMF designated Claude Mythos as a systemic financial stability risk.. Because if an AI finds a flaw in software used by every major bank simultaneously.. It could trigger a cascading financial crisis.. Anthropic knew this was coming.. That’s why they didn’t release the model publicly.. Instead they launched Project Glasswing.. Giving defensive access to AWS, Apple, Google, Microsoft, Nvidia, CrowdStrike, JPMorgan, and others.. $100 million in usage credits.. So defenders can scan their own systems before attackers get this capability.. The Pentagon blacklisted Anthropic over autonomous weapons.. Then quietly started using Mythos to harden government systems anyway.. The cybersecurity arms race just changed permanently.. Hardware can’t save you.. Software can’t save you.. The only defense against an AI that finds vulnerabilities is another AI that finds them first.. Five years and billions of dollars.. Five days and one AI.

Evan Luthra

91,514 görüntüleme • 4 ay önce

AGENCIES ARE CHARGING $50,000 FOR HEAVY, CLUNKY AUTOMATION, WHILE SOLO OPERATORS ARE SELLING THE SAME OUTCOME FOR $5k AND BUILDING IT IN JUST 3 HOURS Most people think building an AI agency requires an expensive stack of tools like n8n, Make, and Zapier to justify high monthly retainers They spend weeks pitching and designing overly complex “spaghetti” workflows for clients In reality, the better approach is to build an AI Operating System directly in VS Code using local Markdown files The cost gap is insane. You pay $20/month for a Claude account and spend a few hours wiring up ClickUp and Google Workspace APIs Then you package that same architecture as a $5k one-time setup and a $2k monthly retainer Right now, founders are paying $15k + for enterprise AI setups that a single operator can build with almost zero overhead And if you want a practical AI OS playbook, I’ve attached an article below Save this post and the article so you can come back later and learn how to build a full AI operating system in just 3 hours
0:42

AGENCIES ARE CHARGING $50,000 FOR HEAVY, CLUNKY AUTOMATION, WHILE SOLO OPERATORS ARE SELLING THE SAME OUTCOME FOR $5k AND BUILDING IT IN JUST 3 HOURS Most people think building an AI agency requires an expensive stack of tools like n8n, Make, and Zapier to justify high monthly retainers They spend weeks pitching and designing overly complex “spaghetti” workflows for clients In reality, the better approach is to build an AI Operating System directly in VS Code using local Markdown files The cost gap is insane. You pay $20/month for a Claude account and spend a few hours wiring up ClickUp and Google Workspace APIs Then you package that same architecture as a $5k one-time setup and a $2k monthly retainer Right now, founders are paying $15k + for enterprise AI setups that a single operator can build with almost zero overhead And if you want a practical AI OS playbook, I’ve attached an article below Save this post and the article so you can come back later and learn how to build a full AI operating system in just 3 hours

Bonsai 🌳

10,885 görüntüleme • 4 ay önce

Our Service is fielding a number of inquiries from residents regarding the rising use of e-scooters throughout #Halton. E-scooters are only permitted in municipalities that have passed by-laws allowing them. We strongly encourage residents to consult with their town or city before using an e-scooter. Under the Highway Traffic Act (HTA), e-scooter riders must: 👉 Operate only on public roads, municipality permitting; their use on sidewalks, controlled-access highways, walkways, paths, and trails is not permitted; 👉 Be 16 years of age or older; and 👉 Yield to pedestrians and cyclists. 📽️ Watch the below video to learn more important rules of the road. 📄 Read the full media release here:
1:22

Our Service is fielding a number of inquiries from residents regarding the rising use of e-scooters throughout #Halton. E-scooters are only permitted in municipalities that have passed by-laws allowing them. We strongly encourage residents to consult with their town or city before using an e-scooter. Under the Highway Traffic Act (HTA), e-scooter riders must: 👉 Operate only on public roads, municipality permitting; their use on sidewalks, controlled-access highways, walkways, paths, and trails is not permitted; 👉 Be 16 years of age or older; and 👉 Yield to pedestrians and cyclists. 📽️ Watch the below video to learn more important rules of the road. 📄 Read the full media release here:

Halton Police

17,467 görüntüleme • 11 ay önce

🚨 BLACK FRIDAY ANNOUNCEMENT 🚨 YieldBOSS is OPEN after $23M in TOTAL SERVER TRADING GAINS since inception — and we’re celebrating with our BIGGEST DEAL EVER. 🎉 💵 $100 OFF your first month 🏷️ Type Promo Code: YIELDBOSSBF ⏳ ONLY 75 SPOTS OPEN 👨‍👩‍👧 Pro, family-centric community of hundreds of consistently profitable traders 📚 Full step-by-step educational course (ranging from the basics -> advanced proprietary methodologies) 🕰️ Access to the POI System 🎯 Access to the Target Plane System in its' entirety ☁️ Access to our proprietary Cloud System indicator (free w/ membership) 📈 Daily insights / analysis / picks 📊 Premium Options Data 24/7 (Flow, GEX, and more) Our members earn while they learn and report seeing consistent profitability within 3-6 months through the rigorous education, data, and analysis we provide, — including an entire step-by-step course of the Target Plane System and countless other strategies / resources. Due to our extremely low member-churn rate, we know when people come; they stay. This is our way of giving back to the retail community and trying to help as many aspiring traders and investors as possible. Want to finally trade with an edge & be surrounded by winners? Join our family of 450+ members and use promo code 🔑 "YIELDBOSSBF" for $100 OFF your first month. DM Nicholas A. Pantano or Darren (YieldBOSS) to apply for Membership; let's get to work. ⚡
0:26

🚨 BLACK FRIDAY ANNOUNCEMENT 🚨 YieldBOSS is OPEN after $23M in TOTAL SERVER TRADING GAINS since inception — and we’re celebrating with our BIGGEST DEAL EVER. 🎉 💵 $100 OFF your first month 🏷️ Type Promo Code: YIELDBOSSBF ⏳ ONLY 75 SPOTS OPEN 👨‍👩‍👧 Pro, family-centric community of hundreds of consistently profitable traders 📚 Full step-by-step educational course (ranging from the basics -> advanced proprietary methodologies) 🕰️ Access to the POI System 🎯 Access to the Target Plane System in its' entirety ☁️ Access to our proprietary Cloud System indicator (free w/ membership) 📈 Daily insights / analysis / picks 📊 Premium Options Data 24/7 (Flow, GEX, and more) Our members earn while they learn and report seeing consistent profitability within 3-6 months through the rigorous education, data, and analysis we provide, — including an entire step-by-step course of the Target Plane System and countless other strategies / resources. Due to our extremely low member-churn rate, we know when people come; they stay. This is our way of giving back to the retail community and trying to help as many aspiring traders and investors as possible. Want to finally trade with an edge & be surrounded by winners? Join our family of 450+ members and use promo code 🔑 "YIELDBOSSBF" for $100 OFF your first month. DM Nicholas A. Pantano or Darren (YieldBOSS) to apply for Membership; let's get to work. ⚡

Darren (YieldBOSS)

18,513 görüntüleme • 10 ay önce

🚨BREAKING… $800K in 3 months via ClawdBot This is an ACTUAL system producing ACTUAL profits. He started with a modest balance, connected ClawdBot for execution, and scaled it to roughly ~$800K in gains Just a builder plugging Moltbot (ClawdBot) straight into the execution layer Copytrade - Once I reviewed the architecture, it genuinely stood out Everything operates on full autopilot Trades are executed based on preset logic, no manual input involved FULL strategy overview: 1. Exploit public market inefficiencies Focus on NBA & NFL spreads that are publicly available. Track lines as they shift. Timing is key - enter markets before Polymarket catches up. No insider info needed, just speed and awareness of publicly released Vegas data. 2. High-frequency, disciplined execution Place consistent bets on small edge opportunities. Example: 282 bets in 3 months. Average win $19,800, average loss $13,900. Maintain strict record of entries and exits. The edge compounds over volume, not single massive trades. 3. Leverage math, not intuition Success comes from calculating expected value, not guessing. Even with 51% win rate, disciplined sizing turns small advantages into substantial profits. Transparency is key - all trades verifiable on-chain, fully auditable, and defensible. Scale is the edge 282 trades. Individually minor. Collectively, they generated ~$800K in profit
1:00

🚨BREAKING… $800K in 3 months via ClawdBot This is an ACTUAL system producing ACTUAL profits. He started with a modest balance, connected ClawdBot for execution, and scaled it to roughly ~$800K in gains Just a builder plugging Moltbot (ClawdBot) straight into the execution layer Copytrade - Once I reviewed the architecture, it genuinely stood out Everything operates on full autopilot Trades are executed based on preset logic, no manual input involved FULL strategy overview: 1. Exploit public market inefficiencies Focus on NBA & NFL spreads that are publicly available. Track lines as they shift. Timing is key - enter markets before Polymarket catches up. No insider info needed, just speed and awareness of publicly released Vegas data. 2. High-frequency, disciplined execution Place consistent bets on small edge opportunities. Example: 282 bets in 3 months. Average win $19,800, average loss $13,900. Maintain strict record of entries and exits. The edge compounds over volume, not single massive trades. 3. Leverage math, not intuition Success comes from calculating expected value, not guessing. Even with 51% win rate, disciplined sizing turns small advantages into substantial profits. Transparency is key - all trades verifiable on-chain, fully auditable, and defensible. Scale is the edge 282 trades. Individually minor. Collectively, they generated ~$800K in profit

Shelpid.WI3M

73,622 görüntüleme • 7 ay önce

Breaking: Ms. De Freitas dropped a bombshell during UN Emergency meeting. She revealed that the Maduro regime have stolen over 72 TRILLION dollars over a 20 yr period,exploited everything from the GOLD,MINING,DRUGS AND OIL BUSINESS. Only 20% of the gold is reported to the treasury, the rest is embezzled into private accounts. Point 1) We look to the justice system of 30 countries and 172 cases were tied to corruption. More then 72 trillion dollars were involved,this was public Venezuelan money, Nicolas Maduro and his family. It was a system that was involved in 90% of the corruption cases. Point 2) National and international criminal organizations have a symbiotic relationship with the Maduro regime, sharing capacity using state structures to facilitate their work and to protect illicit operations. In gold for example,drugs,extortion and human trafficking. According our estimates accounts for over 8 Billion dollars. Gold for example, only 20% is reported to national treasury in Venezuela,the rest goes to private accounts where members and allies with the govt. This mining industry has exploited to many people using national parks and the amazon area and then to launder the money from corruption,the network has money laundering structures that are very sophisticated. Point 3) Great corruption has lead to a decrease in the income of the state and public expenditure and therefore affecting the quality of basic services. the Current economy is in crisis, theres no money to service the debt. Venezuela has been in technical default since 2017, They owe more then 15M dollars. Point 4) Venezuelans have had to learn to live with just a few hours of electricity per day in many parts of the country. They have learned to protect themselves from daily extortion from the armed colombian groups or armed crime groups or elements of the state. So many families only have one meal per day being below the calories that they need,affecting their nutrition which is getting worse day by day. Humanitarian programs are not sufficient. Point 5) Theres no checks and balances between government departments,the governments have captured all institutions beginning with the justice institutions and also the oil company responsible for the majority of the income for the country. In order to maintain control and the impunity of these illicit operations, a repressive system that is getting worse and worse is applied. Today there is over 1000 political prisoners, 26 died during torture or lack of medical care. United Nations has documented many of the cases,We need a transparent state that is accountable that will guarantee the rule of law and human rights that will protect public goods for everyone without privlidge, a system that is autonomous and independent. We need investment in building capacity that will enable us to have a dignified life, we must respect the will of the Venezuelan people to live in peace and democracy. Finally a request, FREEDOM for all political prisoners in the country. H/T: Mercedes De Freitas Mercedes De Freitas, founder of Transparencia Venezuela
6:44

Breaking: Ms. De Freitas dropped a bombshell during UN Emergency meeting. She revealed that the Maduro regime have stolen over 72 TRILLION dollars over a 20 yr period,exploited everything from the GOLD,MINING,DRUGS AND OIL BUSINESS. Only 20% of the gold is reported to the treasury, the rest is embezzled into private accounts. Point 1) We look to the justice system of 30 countries and 172 cases were tied to corruption. More then 72 trillion dollars were involved,this was public Venezuelan money, Nicolas Maduro and his family. It was a system that was involved in 90% of the corruption cases. Point 2) National and international criminal organizations have a symbiotic relationship with the Maduro regime, sharing capacity using state structures to facilitate their work and to protect illicit operations. In gold for example,drugs,extortion and human trafficking. According our estimates accounts for over 8 Billion dollars. Gold for example, only 20% is reported to national treasury in Venezuela,the rest goes to private accounts where members and allies with the govt. This mining industry has exploited to many people using national parks and the amazon area and then to launder the money from corruption,the network has money laundering structures that are very sophisticated. Point 3) Great corruption has lead to a decrease in the income of the state and public expenditure and therefore affecting the quality of basic services. the Current economy is in crisis, theres no money to service the debt. Venezuela has been in technical default since 2017, They owe more then 15M dollars. Point 4) Venezuelans have had to learn to live with just a few hours of electricity per day in many parts of the country. They have learned to protect themselves from daily extortion from the armed colombian groups or armed crime groups or elements of the state. So many families only have one meal per day being below the calories that they need,affecting their nutrition which is getting worse day by day. Humanitarian programs are not sufficient. Point 5) Theres no checks and balances between government departments,the governments have captured all institutions beginning with the justice institutions and also the oil company responsible for the majority of the income for the country. In order to maintain control and the impunity of these illicit operations, a repressive system that is getting worse and worse is applied. Today there is over 1000 political prisoners, 26 died during torture or lack of medical care. United Nations has documented many of the cases,We need a transparent state that is accountable that will guarantee the rule of law and human rights that will protect public goods for everyone without privlidge, a system that is autonomous and independent. We need investment in building capacity that will enable us to have a dignified life, we must respect the will of the Venezuelan people to live in peace and democracy. Finally a request, FREEDOM for all political prisoners in the country. H/T: Mercedes De Freitas Mercedes De Freitas, founder of Transparencia Venezuela

FLAHUSTLA

26,974 görüntüleme • 9 ay önce

SpaceXAI team just compressed 1 month of GrokBot learning into 3-hour course: from "What is GrokBot?" to automating your entire life 24/7: 0% → 0:35 - what is GrokBot from scratch 30% → 34:17 - first Grok Bot team with workflow from team 45% → 42:40 - run +20 GrokBots in graph & loop 75% → 57:51 - Chief of Staff and PM: delegate the delegation 100% → 1:08:09 - full 24/7 GrokBot company that automate 100% of life + real case on building from SpaceXAI Most courses teach an agent to answer. GrokBot’s creators teach an entire team to keep executing after you leave - and this is the course worth returning to again and again Watch SpaceXAI replace people with GrokBots - then learn every detail of launching your first system below ↓
2:34:05

SpaceXAI team just compressed 1 month of GrokBot learning into 3-hour course: from "What is GrokBot?" to automating your entire life 24/7: 0% → 0:35 - what is GrokBot from scratch 30% → 34:17 - first Grok Bot team with workflow from team 45% → 42:40 - run +20 GrokBots in graph & loop 75% → 57:51 - Chief of Staff and PM: delegate the delegation 100% → 1:08:09 - full 24/7 GrokBot company that automate 100% of life + real case on building from SpaceXAI Most courses teach an agent to answer. GrokBot’s creators teach an entire team to keep executing after you leave - and this is the course worth returning to again and again Watch SpaceXAI replace people with GrokBots - then learn every detail of launching your first system below ↓

codila

124,607 görüntüleme • 19 gün önce