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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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Christian

68,821 Aufrufe • vor 25 Tagen

🚨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 Aufrufe • vor 4 Monaten

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 Aufrufe • vor 4 Monaten

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 Aufrufe • vor 11 Monaten

🚨 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 Aufrufe • vor 10 Monaten

🚨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 Aufrufe • vor 7 Monaten

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 Aufrufe • vor 9 Monaten

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 Aufrufe • vor 19 Tagen