惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The GitHub Blog
The GitHub Blog
The Hacker News
The Hacker News
O
OpenAI News
TaoSecurity Blog
TaoSecurity Blog
Google DeepMind News
Google DeepMind News
Forbes - Security
Forbes - Security
Spread Privacy
Spread Privacy
SecWiki News
SecWiki News
V
Vulnerabilities – Threatpost
Latest news
Latest news
Y
Y Combinator Blog
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
S
Schneier on Security
Cloudbric
Cloudbric
Webroot Blog
Webroot Blog
G
Google Developers Blog
M
MIT News - Artificial intelligence
Cisco Talos Blog
Cisco Talos Blog
Blog — PlanetScale
Blog — PlanetScale
Attack and Defense Labs
Attack and Defense Labs
aimingoo的专栏
aimingoo的专栏
The Register - Security
The Register - Security
Martin Fowler
Martin Fowler
MongoDB | Blog
MongoDB | Blog
Simon Willison's Weblog
Simon Willison's Weblog
N
News and Events Feed by Topic
L
LINUX DO - 热门话题
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Jina AI
Jina AI
美团技术团队
C
Cyber Attacks, Cyber Crime and Cyber Security
H
Hackread – Cybersecurity News, Data Breaches, AI and More
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Hacker News: Ask HN
Hacker News: Ask HN
有赞技术团队
有赞技术团队
N
Netflix TechBlog - Medium
H
Heimdal Security Blog
L
Lohrmann on Cybersecurity
The Last Watchdog
The Last Watchdog
MyScale Blog
MyScale Blog
C
CERT Recently Published Vulnerability Notes
Hugging Face - Blog
Hugging Face - Blog
Recent Commits to openclaw:main
Recent Commits to openclaw:main
T
The Exploit Database - CXSecurity.com
A
About on SuperTechFans
博客园 - 叶小钗
博客园_首页
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
F
Fortinet All Blogs
博客园 - 聂微东

Help Net Security

ChatGPT advanced account security adds passkeys and hardware keys Week in review: High-severity LPE vulnerability in the Linux kernel, cPanel 0-day exploited for months Automating Pentest Delivery: A Step-by-Step Guide - PlexTrac Open-source privacy proxy masks PII before prompts reach external AI services Shadow AI risks deepen as 31% of users get no employer training Identity is the control plane for distributed infrastructure AI traffic is getting bigger, louder, and less predictable New infosec products of the month: April 2026 cPanel zero-day exploited for months before patch release (CVE-2026-41940) Cisco releases open-source toolkit for verifying AI model lineage Met Police face criticism for using AI to spy on their own officers Nine-year-old Linux kernel flaw enables reliable local privilege escalation (CVE-2026-31431) Hacker with a special interest in breaching sports institutions ends behind bars - Help Net Security IP Fabric MCP server adds governance and control to enterprise AIOps workflows - Help Net Security Aqua Compass MCP server enables real-time investigation and containment of runtime threats - Help Net Security Google brings instant email verification to Android, no OTP needed - Help Net Security If cyber espionage via HDMI worries you, NCSC built a device to stop it - Help Net Security Apple fixes iPhone bug that let FBI retrieve deleted Signal messages(CVE-2026-28950) - Help Net Security GopherWhisper APT group hides command and control traffic in Slack and Discord - Help Net Security OpenAI tackles a bad habit people have when interacting with AI - Help Net Security A year in, Zoom's CISO reflects on balancing security and business - Help Net Security Scenario: Open-source framework for automated AI app red-teaming - Help Net Security GDPR works, but only where someone enforces it - Help Net Security Ransomware, fraud, and lawsuits drive cyber insurance claims to new peaks - Help Net Security Google’s Workspace Intelligence promises privacy while running on your data - Help Net Security Cyberattack on French government agency triggers phishing alert - Help Net Security Claude Mythos finds 271 Firefox flaws, Mozilla believes zero-days are numbered - Help Net Security Prove Identity Platform connects verification, authentication, and fraud prevention - Help Net Security New Mirai variants target routers and DVRs in parallel campaigns - Help Net Security Acronis GenAI Protection gives MSPs control over AI usage and data risks - Help Net Security Elastic MCP Apps bring security and observability workflows into AI tools - Help Net Security Progress Software fixes sneaky WAF bypass vulnerability (CVE-2026-21876) - Help Net Security Tencent's QClaw AI agent app arrives on Windows and macOS - Help Net Security Phishing reclaims the top initial access spot, attackers experiment with AI tools - Help Net Security OneDrive updates focus on AI, access control, and compliance - Help Net Security PentAGI: Open-source autonomous AI penetration testing system - Help Net Security Apple Intelligence flaw kept stolen tokens reusable on another device - Help Net Security Shadow AI, deepfakes, and supply chain compromise are rewriting the financial sector threat playbook - Help Net Security Thunderbird 150 arrives with encrypted message search and OpenPGP improvements - Help Net Security VirtualBox 7.2.8 is out with Linux kernel 7.0 support and crash fixes - Help Net Security Ransomware negotiator admits role in attacks he was hired to resolve - Help Net Security Scattered Spider hacker pleads guilty to stealing $8 million in cryptocurrency Ivanti Neurons AI automates IT operations, reducing manual work and security risk Silobreaker Mimir adds agentic AI to intelligence workflows with governance and transparency - Help Net Security OpenAI’s Chronicle feature lets Codex read your screen, raising privacy concerns CISA flags another Cisco Catalyst SD-WAN Manager bug as exploited (CVE-2026-20133) A single platform powers SIM farm proxy networks across 17 countries - Help Net Security NGate NFC malware targets Android users through trojanized payment app - Help Net Security Meta and PortSwigger drive offensive security further to find what others miss - Help Net Security EU pushes for stronger cloud sovereignty, awards €180 million to four providers - Help Net Security SmokedMeat: Open-source tool shows what attackers do inside CI/CD pipelines - Help Net Security How to spot a North Korean fake in a job interview - Help Net Security Product showcase: Syncthing for secure, private file synchronization - Help Net Security Week in review: Acrobat Reader flaw exploited, Claude Mythos offensive capabilities and limits Google wipes out 602 million scam ads with Gemini on duty Researcher drops two more Microsoft Defender zero-days, all three now exploited in the wild GitLab 18.11 brings agentic AI to security fixes, CI pipelines, and delivery analytics Liongard upgrades LiongardIQ with AI access, live asset data, and deeper discovery Mozilla challenges enterprise AI providers with Thunderbolt, open-source AI client under your control Codex can now operate between apps. Where are the boundaries? Android 17 Beta 4 arrives with post-quantum cryptography and new memory limits Apple AirTag tracking can be misled by replayed Bluetooth signals Social media bans might steer kids into riskier corners of the internet Workplace stress in 2026 is still worse than before the pandemic New infosec products of the week: April 17, 2026 - Help Net Security ImmuniWeb brings AI upgrades, post-quantum detection and more in Q1 2026 NIST admits defeat on NVD backlog, will enrich only highest-risk CVEs going forward Anthropic releases Claude Opus 4.7 with automated cybersecurity safeguards - Help Net Security Fortinet fixes critical FortiSandbox vulnerabilities (CVE-2026-39813, CVE-2026-39808) - Help Net Security Google Play is changing how Android apps access your contacts and location Tails 7.6.2 patches vulnerability that could expose saved files Cargo theft malware actor spent a month inside a decoy network before researchers pulled the plug Two US nationals jailed over scheme that generated $5 million for the North Korean regime Product showcase: Ente Auth encrypts, backs up, and syncs 2FA Wi-Fi roaming security practices for access network providers and identity providers European AI spending set to hit $290 billion by 2029 Windows is getting stronger RDP file protections to fight phishing attacks Capsule Security debuts with $7 million funding to secure AI agent behavior Hackers hijacked CPUID downloads, served STX RAT to victims $12 million frozen, 20,000 victims identified in crypto scam crackdown Rockstar Games receives “pay or leak” warning after cyberattack Google makes it harder to exploit Pixel 10 modem firmware Siemens expands Industrial Automation DataCenter with edge AI and cybersecurity Adobe issues emergency fix for Acrobat Reader flaw exploited in the wild (CVE-2026-34621) Seized VerifTools servers expose 915,655 fake IDs, 8 arrested Fixing vulnerability data quality requires fixing the architecture first ZeroID: Open-source identity platform for autonomous AI agents MITRE releases a shared fraud-cyber framework built from real attack data The fully free Linux OS Trisquel gets a major update with version 12.0 Ecne Week in review: Windows zero-day exploit leaked, Patch Tuesday forecast ClickFix campaign delivers Mac malware via fake Apple page Poisoned “Office 365” search results lead to stolen paychecks Gmail’s end-to-end encryption comes to mobile, no extra apps required To counter cookie theft, Chrome ships device-bound session credentials Product showcase: Session, a messenger without phone numbers or metadata Little Snitch for Linux shows what your apps are connecting to - Help Net Security Apiiro CLI turns AI coding assistants into full-stack security engineers - Help Net Security April 2026 Patch Tuesday forecast: Spring-cleaning of a preview - Help Net Security What vibe hunting gets right about AI threat hunting, and where it breaks down - Help Net Security Health insurance lead sites sell personal data within seconds of form submission - Help Net Security
AI vulnerability discovery is pushing 2026 CVEs toward 66,000 - Help Net Security
Mirko Zorz · 2026-06-15 · via Help Net Security

Vulnerability disclosures are piling up faster in 2026 than anyone expected at the start of the year. The running count for the first few months sits well above the original projection, and the Forum of Incident Response and Security Teams (FIRST) now expects the year to land near 66,000 CVEs.

2026 CVE forecast

The cause sits mostly with one development: AI tools have started hunting for software flaws on their own, and they are good at it.

“The teams that will weather the vulnerability storm of 2026 are the ones with trusted networks already in place, who are sharing intelligence and are coordinating response before any crises hit,” said Chris Gibson, CEO of FIRST.

The machines doing the hunting

Autonomous discovery agents are now part of the disclosure ecosystem. Anthropic’s Mythos, and OpenAI’s GPT-5.4-Cyber have pushed up the volume of flaws being found.

Mozilla shows what this looks like in practice. The company saw a sharp jump in early-year Firefox disclosures tied to Anthropic’s Project Glasswing, which points the Mythos Preview agent and Claude Opus 4.6 at legacy bugs in the browser engine. Mozilla engineers built a harness on top of their existing fuzzing setup, and it found and fixed 271 bugs for the Firefox 150 release. The same pattern is spreading across other projects.

Some of the rise comes from housekeeping. GitHub Security Advisories and VulnCheck have both expanded their cataloging operations and backfilled old records, which inflates the totals. The plain growth of software in the world adds to the count too, along with open source projects getting their first serious security attention.

Rain and floods

The researchers lean on a weather comparison to keep things in perspective. All the disclosures coming in are the heavy rain. The water that actually threatens to flood the house is a much smaller thing.

That smaller group covers the bugs attackers are using in the wild or the ones most likely to be exploited soon. Filter the surge down to that set, and the patching burden stays flat. Only a small slice of 2026 CVEs reach the level where defenders need to act fast, and that share has held steady through the year. The challenge sits in pulling that signal out of the noise.

A two-sided race

Defensive AI is arriving alongside the offensive kind. OpenAI’s GPT-5.4-Cyber gives defenders a counterweight to faster exploit generation, and the forecast expects offensive techniques to keep crossing over into defensive use. The defining contest for late 2026 will be the speed of AI-built exploits against the speed of AI-built patches and detection signatures.

Maintainers have a window worth using here. Faster discovery frees up effort for verifying and fixing flaws at the root, with a chance to wipe out whole categories of weakness in the development process.

The part the databases miss

AI assistants generate and deploy code on demand, creating throwaway applications that often carry flaws no CVE registry ever sees. The bugs stay off the national databases and still create real risk inside the systems that run them. We need dynamic cataloging, AI bills of materials, and runtime monitors to track these pieces as they appear.

People are the bottleneck

The constraint sits with human capacity. AI can surface more flaws than analysts can verify, coordinate, and patch, and someone still has to write the detection signatures. A dip in published counts often signals that people went on vacation or got sick, not that the internet got safer.

The advice for asset owners is to budget around the growth of software, since the spread of distinct products carrying vulnerabilities drives the workload more than the bug count does. Software vendors feel the CVE growth directly and should plan to ship more fixes per release. Teams that maintain code should brace for roughly double the work. Teams patching live systems can expect a steady load through the end of 2026.

Download: The IT and security field guide to AI adoption