linux

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Borjigin Mahgal
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OpenAI 的 AI 在 Linux 内核中发现了 948 个漏洞,每个漏洞的发现成本仅 1,279 美元,而约三分之二的以太坊节点都运行 Linux——去中心化保护不了共享的基础设施,关键在于所有运营者能否同时快速打补丁。 OpenAI's AI just found 948 flaws in the Linux kernel — and wrote a working exploit for every one of them. Cost: $1,279 per flaw. ~2/3 of $ETH nodes run Linux. Decentralization was supposed to protect crypto from exactly this. It doesn't. The comforting line is "decentralization brings diversity." It doesn't — not where it counts. Thousands of independent operators, one shared kernel. A single flaw becomes a map of who patches slowest. Diversity of operators is not diversity of infrastructure. The race is no longer discovery. AI made finding flaws cheap — $1.2M for bugs bounties value at up to $66M. Crypto's edge was never immunity. It's that no single machine decides the network. That only holds if operators patch — fast, and all at once. #Linux #AI #Ethereum
OpenAI 的 AI 在 Linux 内核中发现了 948 个漏洞,每个漏洞的发现成本仅 1,279 美元,而约三分之二的以太坊节点都运行 Linux——去中心化保护不了共享的基础设施,关键在于所有运营者能否同时快速打补丁。

OpenAI's AI just found 948 flaws in the Linux kernel — and wrote a working exploit for every one of them.

Cost: $1,279 per flaw.

~2/3 of $ETH nodes run Linux.

Decentralization was supposed to protect crypto from exactly this. It doesn't.

The comforting line is "decentralization brings diversity."

It doesn't — not where it counts. Thousands of independent operators, one shared kernel. A single flaw becomes a map of who patches slowest.

Diversity of operators is not diversity of infrastructure.

The race is no longer discovery. AI made finding flaws cheap — $1.2M for bugs bounties value at up to $66M.

Crypto's edge was never immunity. It's that no single machine decides the network.

That only holds if operators patch — fast, and all at once.

#Linux #AI #Ethereum
OpenAI vừa khiến cả thế giới công nghệ phải lo lắng: AI tự động tìm, chứng minh và khai thác hàng ngàn lỗ hổng Linux! Hệ thống AI này đã quét kernel Linux, phát hiện 2,308 vấn đề tiềm ẩn và tái tạo 1,724 lỗ hổng. Đáng sợ hơn, nó tự tạo ra 948 exploit leo thang đặc quyền cục bộ và 291 exploit rò rỉ thông tin. Tức là, kẻ tấn công có thể dễ dàng chiếm quyền root trên một máy Linux! AI thậm chí còn tìm ra 10 phương pháp khai thác chưa từng được biết đến. Chỉ tốn $1.2 triệu USD chi phí API, hệ thống này đã tạo ra hàng trăm exploit. Đây là chi phí siêu rẻ cho một đội ngũ an ninh mạng, nhưng cũng là một cái giá quá nhỏ để tạo ra vũ khí mạng cực kỳ nguy hiểm. AI đang thay đổi cuộc chơi an ninh mạng mãi mãi. Nó có thể giúp chúng ta tự bảo vệ, nhưng cũng có thể trở thành một công cụ hủy diệt nếu rơi vào tay sai. Liệu chúng ta đã sẵn sàng cho kỷ nguyên AI làm chủ cyber warfare? #Crypto #AI #Linux $AI
OpenAI vừa khiến cả thế giới công nghệ phải lo lắng: AI tự động tìm, chứng minh và khai thác hàng ngàn lỗ hổng Linux! Hệ thống AI này đã quét kernel Linux, phát hiện 2,308 vấn đề tiềm ẩn và tái tạo 1,724 lỗ hổng.

Đáng sợ hơn, nó tự tạo ra 948 exploit leo thang đặc quyền cục bộ và 291 exploit rò rỉ thông tin. Tức là, kẻ tấn công có thể dễ dàng chiếm quyền root trên một máy Linux! AI thậm chí còn tìm ra 10 phương pháp khai thác chưa từng được biết đến.

Chỉ tốn $1.2 triệu USD chi phí API, hệ thống này đã tạo ra hàng trăm exploit. Đây là chi phí siêu rẻ cho một đội ngũ an ninh mạng, nhưng cũng là một cái giá quá nhỏ để tạo ra vũ khí mạng cực kỳ nguy hiểm.

AI đang thay đổi cuộc chơi an ninh mạng mãi mãi. Nó có thể giúp chúng ta tự bảo vệ, nhưng cũng có thể trở thành một công cụ hủy diệt nếu rơi vào tay sai.

Liệu chúng ta đã sẵn sàng cho kỷ nguyên AI làm chủ cyber warfare?

#Crypto #AI #Linux
$AI
一个 root 权限现在标价 1279 美元。 OpenAI 用未发布的网络安全模型自动扫 Linux 内核,30 小时复现 1724 个漏洞,最终产出 948 个可用的本地提权 exploit,总成本 121.34 万美元。 三个月前同样测试只挖到 166 个,单价 3094 美元。现在单价 1279,打了四折。 交易所、节点、验证者、托管签名机,全跑 Linux。去中心化保护网络,不保护你那台两年没打补丁的机器。 补丁已提交内核社区,暂无被利用证据。但挖漏洞这活儿,已经从手艺变成了流水线。 uname -r 报一下,看看多少人该更新了 🐧 #OpenAI #linux #节点
一个 root 权限现在标价 1279 美元。
OpenAI 用未发布的网络安全模型自动扫 Linux 内核,30 小时复现 1724 个漏洞,最终产出 948 个可用的本地提权 exploit,总成本 121.34 万美元。
三个月前同样测试只挖到 166 个,单价 3094 美元。现在单价 1279,打了四折。
交易所、节点、验证者、托管签名机,全跑 Linux。去中心化保护网络,不保护你那台两年没打补丁的机器。
补丁已提交内核社区,暂无被利用证据。但挖漏洞这活儿,已经从手艺变成了流水线。
uname -r 报一下,看看多少人该更新了 🐧
#OpenAI #linux #节点
刷到 OpenAI 一份挺硬核的安全研究:他们把「找洞→验证→利用评估→补丁」做成了自动化管线,对着 Linux 内核跑了一轮。 官方博客口径:十月中旬那次扫描,筛出约 2308 个候选,动态复现 1724 个漏洞,做出 948 个本地提权(LPE)利用——普通本地用户能拿到 root。整次 API 花销约 121 万美元,平均每个 LPE 大约 1279 美元。按历史上 Pwn2Own / TyphoonPWN 赏金粗算,那 948 个大概值 1890 万到 6630 万美元。 流程有人工复核;他们说至少用到了 10 种对第三方内核专家来说也算新的利用手法,并在往维护者交报告和补丁。注意这是本地提权,不是远程打穿,而且要人审过才上报。 AI 找洞补洞的速度,已经开始跟维护者抢时间了。#OpenAI #Linux #AI
刷到 OpenAI 一份挺硬核的安全研究:他们把「找洞→验证→利用评估→补丁」做成了自动化管线,对着 Linux 内核跑了一轮。

官方博客口径:十月中旬那次扫描,筛出约 2308 个候选,动态复现 1724 个漏洞,做出 948 个本地提权(LPE)利用——普通本地用户能拿到 root。整次 API 花销约 121 万美元,平均每个 LPE 大约 1279 美元。按历史上 Pwn2Own / TyphoonPWN 赏金粗算,那 948 个大概值 1890 万到 6630 万美元。

流程有人工复核;他们说至少用到了 10 种对第三方内核专家来说也算新的利用手法,并在往维护者交报告和补丁。注意这是本地提权,不是远程打穿,而且要人审过才上报。

AI 找洞补洞的速度,已经开始跟维护者抢时间了。#OpenAI #Linux #AI
OpenAI 开发自动化管道修复 Linux 内核漏洞 OpenAI 最新突破,开发自动化管道修复 Linux 内核948个本地提权漏洞,技术革新,安全升级!#AI #Linux
OpenAI 开发自动化管道修复 Linux 内核漏洞

OpenAI 最新突破,开发自动化管道修复 Linux 内核948个本地提权漏洞,技术革新,安全升级!#AI #Linux
🤖🔓 有报道说,Claude 生成的代码居然能在不输入密码的情况下接管 Linux 服务器,Red Hat 已经在周日推送了补丁,而 Ubuntu 仍在观望。我们看到的只是一次技术实验的结果,实际风险到底有多大、会不会被恶意利用,还缺少更多的独立验证。社区的小伙伴们,你们对这种 AI 生成的安全漏洞有什么看法?是否已经在自己的节点上检查了最新的安全更新? 👀 不构成投资建议。 #AI安全 #Linux #开源社区 #Write2Earn
🤖🔓 有报道说,Claude 生成的代码居然能在不输入密码的情况下接管 Linux 服务器,Red Hat 已经在周日推送了补丁,而 Ubuntu 仍在观望。我们看到的只是一次技术实验的结果,实际风险到底有多大、会不会被恶意利用,还缺少更多的独立验证。社区的小伙伴们,你们对这种 AI 生成的安全漏洞有什么看法?是否已经在自己的节点上检查了最新的安全更新? 👀

不构成投资建议。

#AI安全 #Linux #开源社区 #Write2Earn
【市场快讯】Cardano生态Linux内核漏洞警报 Intersect 10月30日提醒:Linux内核漏洞CVE-2026-98432评分9.8,属IPv4 TCP内存安全问题,特定条件下可未经身份验证远程执行代码,影响多个发行版。运营商应查节点和中继服务器内核,有补丁就更新重启,Ubuntu补丁当时仍在准备中。你打补丁了吗? $ADA $BTC $ETH #ADA #Linux #区块链安全 (来源:吴说区块链) 风险提示:本文不构成投资建议,请注意风险。
【市场快讯】Cardano生态Linux内核漏洞警报
Intersect 10月30日提醒:Linux内核漏洞CVE-2026-98432评分9.8,属IPv4 TCP内存安全问题,特定条件下可未经身份验证远程执行代码,影响多个发行版。运营商应查节点和中继服务器内核,有补丁就更新重启,Ubuntu补丁当时仍在准备中。你打补丁了吗?
$ADA $BTC $ETH
#ADA #Linux #区块链安全
(来源:吴说区块链)
风险提示:本文不构成投资建议,请注意风险。
Linux 内核爆两项 CVSS 9.0 远程执行漏洞,一项免认证可触发!补丁没进 mainline,细节已公开。 中招的是启用 KSMBD 文件共享的机器,默认关闭的不受影响,RHEL 不受影响。 PHP、Node.js 之后是 Linux。跑节点的先自查。 巧合还是系统性"压力测试"?评论区聊聊。 $BTC $ETH $BNB #安全 #Linux #漏洞 (来源:BlockTempo) ⚠️风险提示:以上为市场信息分享,不构成投资建议;投资有风险,入市需谨慎。
Linux 内核爆两项 CVSS 9.0 远程执行漏洞,一项免认证可触发!补丁没进 mainline,细节已公开。

中招的是启用 KSMBD 文件共享的机器,默认关闭的不受影响,RHEL 不受影响。

PHP、Node.js 之后是 Linux。跑节点的先自查。

巧合还是系统性"压力测试"?评论区聊聊。

$BTC $ETH $BNB
#安全 #Linux #漏洞
(来源:BlockTempo)
⚠️风险提示:以上为市场信息分享,不构成投资建议;投资有风险,入市需谨慎。
New Linux flaw called "Bad Epoll" just dropped... 🚨 It lets anyone grab root access on Linux and Android devices!! Even AI missed this one... make sure your systems are patched up ASAP!! 🛡️ #CyberSecurity #Linux ‎
New Linux flaw called "Bad Epoll" just dropped... 🚨

It lets anyone grab root access on Linux and Android devices!! Even AI missed this one... make sure your systems are patched up ASAP!! 🛡️

#CyberSecurity #Linux ‎
You could share thoughts on digital finance: The future of digital finance is here, and cross-border transactions have never been more seamless with platforms like RedotPay and Binance. #CryptoTransaction actions. Another on tech setup: Setting up my Android compatibility layer on Linux was a great move. Running mobile applications on a desktop environment maximizes productivity. #linux #TechSetup up.
You could share thoughts on digital finance: The future of digital finance is here, and cross-border transactions have never been more seamless with platforms like RedotPay and Binance. #CryptoTransaction actions.
Another on tech setup: Setting up my Android compatibility layer on Linux was a great move. Running mobile applications on a desktop environment maximizes productivity. #linux #TechSetup up.
Bitcoin Core's new security releases matter more to node operators than to the $BTC chart. Two medium-severity flaws could exhaust memory. One allowed a connected malicious peer to trivially crash #Windows , #MacOS or #BSD nodes; another could grow memory by up to 2 MB per hour for each inbound peer and 5 MB per hour for each outbound peer. #linux is not affected by the first flaw. Fixes are in versions 29.5, 30.4, 31.2 and 32.1. A separate low-severity undo-file issue remains on 32-bit systems and FAT32 storage, though exploitation is considered impractical. The useful takeaway: check the operating system, storage format and Core version. This is an operator patch, not a #bitcoin network panic. {future}(BTCUSDT)
Bitcoin Core's new security releases matter more to node operators than to the $BTC chart.

Two medium-severity flaws could exhaust memory. One allowed a connected malicious peer to trivially crash #Windows , #MacOS or #BSD nodes; another could grow memory by up to 2 MB per hour for each inbound peer and 5 MB per hour for each outbound peer. #linux is not affected by the first flaw.

Fixes are in versions 29.5, 30.4, 31.2 and 32.1. A separate low-severity undo-file issue remains on 32-bit systems and FAT32 storage, though exploitation is considered impractical.

The useful takeaway: check the operating system, storage format and Core version. This is an operator patch, not a #bitcoin network panic.
50+ GB Cybersecurity Learning Bundle 🚀 A massive collection of resources covering networking, Linux, web security, OSINT, and defensive security workflows. Perfect for anyone serious about building real cybersecurity skills from beginner to advanced. Share and Comment "BUNDLE" 🚀👇 #cybersecurity #infosec #learning #linux #NetworkSecurity
50+ GB Cybersecurity Learning Bundle 🚀

A massive collection of resources covering networking, Linux, web security, OSINT, and defensive security workflows.

Perfect for anyone serious about building real cybersecurity skills from beginner to advanced.

Share and Comment "BUNDLE" 🚀👇

#cybersecurity #infosec #learning #linux #NetworkSecurity
The $2.1 Billion Wake-Up Call: The Sneaky Web3 Flaw Most People IgnoreImagine waking up, grabbing your phone to check your favorite DeFi protocol, and seeing the entire liquidity pool sitting at absolute zero. No one stole your seed phrase. You didn’t click a sketchy phishing link. A hacker just found a tiny loophole in the smart contract code and drained the vault in broad daylight. As Web3 scales, the stakes are getting crazy high. If you want to protect your capital and actually survive in this space, you have to start thinking deeper and smarter. Let’s break down how blockchain security actually works, and why your first step into this world should always start with Linux. The "Big Three" Bugs That Drain Protocols When you see a headline about a massive Web3 exploit, it’s almost never a failure of the actual Bitcoin or Ethereum networks. It’s almost always a flaw in the application's Smart Contract. These are the top three vulnerabilities keeping developers up at night: Reentrancy Attacks: Think of this like a broken ATM. A smart contract sends money to a user but forgets to update their account balance before the transfer finishes. A hacker exploits this split second to repeatedly request withdrawals, draining the vault before the system realizes the money is already gone. Flash Loan Exploits: This is pure financial gymnastics. An attacker borrows millions in uncollateralized crypto, uses that massive capital to artificially warp token prices on a decentralized exchange (DEX), pockets the arbitrage difference, and pays back the loan—all within a single transaction block. Oracle Manipulation: Smart contracts are isolated; they need external data feeds called "oracles" to know what crypto is currently worth. If a hacker manages to tamper with that feed, they can trick a lending protocol into thinking an asset is practically worthless, allowing them to buy it up for pennies. Stay Three Steps Ahead Cybersecurity isn't just a topic for developers anymore. Whether you are trading, building, or writing here on Binance, understanding the basics of Linux navigation and smart contract architecture is your absolute best insurance policy. Before you ape your hard-earned funds into the next high-yield protocol, take five minutes to check if their code has been publicly audited by a legit security firm. Have you ever been burned by a crypto exploit, or did you ever back out of a project because something just felt off? Drop your stories below—what’s the number one safety rule you follow before moving your funds? 👇 #Web3Security #EthicalHacking #Linux #CryptoSafety #binancewritetoearn

The $2.1 Billion Wake-Up Call: The Sneaky Web3 Flaw Most People Ignore

Imagine waking up, grabbing your phone to check your favorite DeFi protocol, and seeing the entire liquidity pool sitting at absolute zero. No one stole your seed phrase. You didn’t click a sketchy phishing link. A hacker just found a tiny loophole in the smart contract code and drained the vault in broad daylight.
As Web3 scales, the stakes are getting crazy high. If you want to protect your capital and actually survive in this space, you have to start thinking deeper and smarter. Let’s break down how blockchain security actually works, and why your first step into this world should always start with Linux.
The "Big Three" Bugs That Drain Protocols
When you see a headline about a massive Web3 exploit, it’s almost never a failure of the actual Bitcoin or Ethereum networks. It’s almost always a flaw in the application's Smart Contract. These are the top three vulnerabilities keeping developers up at night:
Reentrancy Attacks: Think of this like a broken ATM. A smart contract sends money to a user but forgets to update their account balance before the transfer finishes. A hacker exploits this split second to repeatedly request withdrawals, draining the vault before the system realizes the money is already gone.
Flash Loan Exploits: This is pure financial gymnastics. An attacker borrows millions in uncollateralized crypto, uses that massive capital to artificially warp token prices on a decentralized exchange (DEX), pockets the arbitrage difference, and pays back the loan—all within a single transaction block.
Oracle Manipulation: Smart contracts are isolated; they need external data feeds called "oracles" to know what crypto is currently worth. If a hacker manages to tamper with that feed, they can trick a lending protocol into thinking an asset is practically worthless, allowing them to buy it up for pennies.
Stay Three Steps Ahead
Cybersecurity isn't just a topic for developers anymore. Whether you are trading, building, or writing here on Binance, understanding the basics of Linux navigation and smart contract architecture is your absolute best insurance policy.
Before you ape your hard-earned funds into the next high-yield protocol, take five minutes to check if their code has been publicly audited by a legit security firm.
Have you ever been burned by a crypto exploit, or did you ever back out of a project because something just felt off? Drop your stories below—what’s the number one safety rule you follow before moving your funds? 👇
#Web3Security #EthicalHacking #Linux #CryptoSafety #binancewritetoearn
$CTSI /USDT — 🔴 SHORT · Conf 69% 📍 Entry: 0.0297 – 0.0299 🛑 SL: 0.0389 🎯 TP1: 0.0283 ✅ TP2: 0.0271 🏆 TP3: 0.0254 Spiked to 0.03589 then reversed hard — MA7 (0.03123) already curling down with price failing to reclaim it on multiple 1H attempts, indicating the pump is losing steam. $CTSI : Cartesi is a Layer 2 solution enabling Linux-based computation for smart contracts via its Cartesi Machine rollup architecture — key mechanic is that developers can build dApps using traditional software stacks without Solidity; risk is that the Linux VM approach hasn't generated significant dApp deployment despite years in market. If Cartesi's core value prop is letting developers use familiar Linux tooling for blockchain apps, why has the ecosystem failed to attract mainstream Web2 developers who would theoretically benefit most from this approach? #CTSI #Cartesi #Layer2 #linux #dApps {future}(CTSIUSDT)
$CTSI /USDT — 🔴 SHORT · Conf 69%

📍 Entry: 0.0297 – 0.0299

🛑 SL: 0.0389

🎯 TP1: 0.0283
✅ TP2: 0.0271
🏆 TP3: 0.0254

Spiked to 0.03589 then reversed hard — MA7 (0.03123) already curling down with price failing to reclaim it on multiple 1H attempts, indicating the pump is losing steam.

$CTSI : Cartesi is a Layer 2 solution enabling Linux-based computation for smart contracts via its Cartesi Machine rollup architecture — key mechanic is that developers can build dApps using traditional software stacks without Solidity; risk is that the Linux VM approach hasn't generated significant dApp deployment despite years in market.

If Cartesi's core value prop is letting developers use familiar Linux tooling for blockchain apps, why has the ecosystem failed to attract mainstream Web2 developers who would theoretically benefit most from this approach?

#CTSI #Cartesi #Layer2 #linux #dApps
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