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

Cisco Talos Blog
Cisco Talos Blog
V
V2EX
C
Check Point Blog
GbyAI
GbyAI
D
Docker
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
B
Blog RSS Feed
H
Hackread – Cybersecurity News, Data Breaches, AI and More
N
Netflix TechBlog - Medium
T
Troy Hunt's Blog
博客园 - Franky
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Microsoft Security Blog
Microsoft Security Blog
P
Privacy & Cybersecurity Law Blog
WordPress大学
WordPress大学
The Cloudflare Blog
S
SegmentFault 最新的问题
Latest news
Latest news
Microsoft Azure Blog
Microsoft Azure Blog
P
Proofpoint News Feed
I
InfoQ
博客园 - 【当耐特】
NISL@THU
NISL@THU
A
About on SuperTechFans
T
Tailwind CSS Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
The Hacker News
The Hacker News
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Scott Helme
Scott Helme
雷峰网
雷峰网
C
CXSECURITY Database RSS Feed - CXSecurity.com
Security Latest
Security Latest
V
Vulnerabilities – Threatpost
Security Archives - TechRepublic
Security Archives - TechRepublic
A
Arctic Wolf
Hacker News: Ask HN
Hacker News: Ask HN
N
News and Events Feed by Topic
IT之家
IT之家
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
aimingoo的专栏
aimingoo的专栏
T
Threat Research - Cisco Blogs
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
阮一峰的网络日志
阮一峰的网络日志
SecWiki News
SecWiki News
大猫的无限游戏
大猫的无限游戏
S
Security Affairs
The Register - Security
The Register - Security
www.infosecurity-magazine.com
www.infosecurity-magazine.com
L
LINUX DO - 热门话题
T
Tor Project blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Four 2026 Trust Failures You Can't Out-Patch (AUR, PAN-OS, Cisco SD-WAN, PeopleSoft)
Kerry Kier · 2026-06-24 · via DEV Community

Every keynote this spring told us the same thing: AI compressed the gap between disclosure and weaponization, so the answer is to patch faster. Fine. But I went back through what actually got exploited over the last several weeks, and most of the worst of it would not have cared how fast you patched. The bugs were not clever. They were trust assumptions and missing integrity checks we have had named CWE categories for since before half of you started writing code. Here is the mechanism on four of them, with the detection you can run today.

The trust model is the attack surface (AUR, no CVE)

Around June 11, somebody adopted a pile of orphaned packages in the Arch User Repository, edited the build recipes, and turned them into credential stealers. Over 400 confirmed, more on the community lists as cleanup dragged on. There was no zero-day and no breach of Arch's own infrastructure. The official repos were never touched.

The mechanism is the insulting part. The attacker edited PKGBUILD and .install files to invoke npm during the build, pull a malicious package (atomic-lockfile), and drop a stripped Rust binary that harvests SSH keys, tokens, browser data, cloud creds, and messaging sessions. A second wave swapped npm for bun to dodge signatures keyed on the first. What got exploited was the AUR's trust model: it trusts a package's name and history over who maintains it right now, and adopting an abandoned package is a sanctioned process. Nobody broke in. They walked through a door the system holds open by design.

Triage if you run Arch:

# Foreign (AUR) packages by install date -- anything touched on/after June 11 is suspect
pacman -Qqm | while read pkg; do
  pacman -Qi "$pkg" | grep -E "^(Name|Install Date)" | paste - -
done | sort -k4

# Diff the PKGBUILD of anything recent. Treat npm/pip/cargo/bun calls with no
# relationship to the software's function as hostile:
grep -nE "npm|pip|cargo|bun" PKGBUILD *.install 2>/dev/null

# The optional eBPF rootkit pins BPF maps under these names. If they exist,
# stop trusting the host's own tooling:
ls -la /sys/fs/bpf/hidden_* 2>/dev/null

One nuance the early coverage got wrong: the eBPF rootkit is optional, root-only (needs CAP_BPF), and does not escalate privilege. It just hides the stealer after the fact. But that changes your cleanup math. If the payload ran as root, pacman -R does not clean the box -- a package manager only deletes files it knows about, and a rootkit's whole job is to not be one of them. Rebuild from clean media or do not trust the host.

CVE-2026-0257: a firewall that trusts any cookie it can decrypt (PAN-OS)

This is a security appliance failing at the one thing it exists to do. The GlobalProtect portal issues an encrypted "authentication override" cookie so users do not re-auth constantly. When the cookie comes back, PAN-OS decrypts it with its private key and then trusts the contents without verifying a signature. The CWE is 565, reliance on cookies without integrity checking.

It gets worse if the same certificate is reused for the box's HTTPS service, which is a common config, not an exotic one. An attacker connects over HTTPS, pulls the public key, and forges a cookie the firewall accepts as gospel. Rapid7 saw exploitation start May 17. Palo Alto quietly bumped the CVSS from 4.7 to 7.8 on May 29, the same day CISA added it to the KEV.

You are exposed only if both are true: authentication override cookies are enabled on the portal or gateway, and the cookie-encryption certificate is shared with another service. Check Network > GlobalProtect > Portals/Gateways > Agent > Authentication for the override setting. Mitigation is to disable authentication override or generate a certificate used only for cookie encryption and shared with nothing else. Prisma Access was also in the affected list; Panorama and Cloud NGFW were not.

Hunt your GlobalProtect logs for the PoC's tells:

# Forged-cookie sessions in the public PoC showed:
#   - cookie auth to the local admin account from low-cost hosting IPs (Vultr, etc.)
#   - source user with an EMPTY domain field
#   - endpoint_os_version: "Microsoft Windows 10 Pro 64-bit"
# Grep gateway-auth login events and validate any "Cookie" auth to local admin:
grep -E "gateway-auth.*login.*Cookie" /path/to/globalprotect.log

CVE-2026-20182: a control plane whose auth step doesn't authenticate (Cisco SD-WAN)

This one is a months-long pattern, and Cisco is wearing it. On April 20, CISA KEV-listed three Catalyst SD-WAN Manager flaws that chain into unauthenticated access: CVE-2026-20122 (incorrect use of privileged APIs), CVE-2026-20128 (storing passwords in a recoverable format), and CVE-2026-20133 (sensitive information exposure). Then on May 14 came the one that should have been the headline: CVE-2026-20182, CVSS 10.0, an authentication bypass in the SD-WAN control plane where the peering-authentication step simply does not authenticate (CWE-287). A sophisticated actor Cisco tracks as UAT-8616 hit it as a zero-day. CISA issued Emergency Directive 26-03 over it, and once PoC code circulated, researchers counted roughly ten additional clusters piling on. June added two more, including a path traversal (CVE-2026-20262) letting an authenticated attacker overwrite any file on the box.

This is the controller that pushes config across your entire fabric -- the single most privileged box in the network -- and over a few months it shipped recoverable password storage, an info leak, a path traversal, and a control-plane auth mechanism that does not authenticate. After exploiting 20182, UAT-8616 injected an attacker key into the vmanage-admin account, then logged in over NETCONF (SSH on TCP 830) and started issuing commands.

# Hunt for the attacker key injection on SD-WAN control components:
grep "Accepted publickey for vmanage-admin" /var/log/auth.log

# Then manually validate every control-connection peering event -- especially
# vmanage peering types -- from unrecognized IPs or at unexpected times.

CVE-2026-35273: the one that was actually hard (PeopleSoft)

Credit where due: this was a genuine zero-day. ShinyHunters (Mandiant tracks them as UNC6240) spent late May and early June tearing through Oracle PeopleSoft via CVE-2026-35273, an unauthenticated RCE in the Environment Management component of PeopleTools 8.61 and 8.62, rated 9.8. Mandiant dates exploitation to May 27 through June 9. Oracle's out-of-band advisory did not land until June 10 -- the whole campaign ran before there was anything to patch. Mandiant notified 100+ orgs; 68% were higher ed. CISA KEV-listed it June 12.

Post-exploit, they dropped MeshCentral agents masquerading as Azure services (C2 at azurenetfiles[.]net), ran a *_fanout.sh lateral-movement/defacement script, and exfiltrated with zstd.

# Breach marker dropped into PeopleSoft web/app directories:
find / -name "README-IF-YOU-SEE-THIS-YOUVE-BEEN-HACKED.TXT" 2>/dev/null

# Compensating controls (Oracle/Mandiant guidance):
#   - Disable the Environment Management Hub (EMHub) service, or remove PSEMHUB
#   - Block external access to /PSEMHUB/* and /PSIGW/HttpListeningConnector
#   - Watch outbound SMB (TCP 445) from PeopleSoft hosts to external destinations

The pattern: you can't patch a broken assumption

Now the macro picture, because it is the actual argument. Per Verizon's 2026 DBIR, the median time to fix a known-exploited vulnerability went up year over year, 32 days to 43, and the share fully patched fell from 38% to 26%. Rapid7's 2026 report logged a 105% jump in confirmed exploitation of high- and critical-severity flaws (71 cases to 146), and the disclosure-to-weaponization window that CSA and the Zero Day Clock now measure in hours used to take weeks. Offense compresses, remediation expands, and yes, AI compressed the discovery-and-weaponization side. That part is real.

But look at what it bought the attackers in these four. None of them was a speed problem at root. You cannot patch your way out of a package trusted because the system likes its name, a firewall that trusts any cookie it can decrypt, a control plane whose auth step does not authenticate, or an ERP endpoint left facing the internet. And in two of them -- Cisco's 10.0 and the PeopleSoft RCE -- the attackers were already inside before a patch existed at all. You cannot out-patch a clock that started before the vendor knew.

"Patch faster" is not wrong so much as beside the point. These were design failures we agreed to ship, and no amount of velocity downstream fixes a broken assumption upstream. The window did collapse. The bugs that walked through it did not need it to.

What is the worst trust-by-default you have found still shipping in a box you were told to trust? I want the examples.


Originally published at blog.vertexops.org.