Security & Compliance Articles
Browse 165 articles about Security & Compliance.
How AI Is Changing Code Security: What Mozilla's Mythos Experiment Means
Claude Mythos found 271 vulnerabilities in Firefox in one release cycle. Here's what that means for how engineering teams should think about code security.
AI Security Auditing vs Human Pen Testing: Is Claude Mythos Ready to Replace Your Red Team?
Mythos runs the full vulnerability research loop autonomously. We compare its output against traditional red team workflows to see where it wins and fails.
Claude Mythos Found 271 Firefox Vulnerabilities in One Cycle: 6 Implications for Enterprise Security Teams
Mythos found 271 bugs in Firefox in a single release cycle — vs 22 from Opus 4.6 previously. Here's what that leap means for enterprise security teams.
Why Comprehensibility Is About to Become a Security Property — And What to Do About It Now
Security failures live in the gap between what code is supposed to do and what it actually permits. AI is closing that gap
How to Harden Your Agentic Pipeline Against AI-Powered Security Auditing: A Practical Checklist
At least 50% of your agentic evals should cover code hygiene, not just correctness. Here's a practical checklist to prepare before AI auditing becomes standard.
How to Use AI for Security Auditing Before Your Competitors Do: A Practical Starting Guide
Google, OpenAI, and DARPA are all building autonomous vulnerability research. Here's how to start using AI for security auditing in your own codebase today.
Human Authorship vs Machine Scrutiny: How AI Is Inverting the Trust Model for Production Code
Code used to be trusted because a good engineer wrote it. Soon it'll be trusted because it survived AI-scale adversarial review. Here's what that shift demands.
The IMF Just Named Claude Mythos in a Financial Stability Warning — Here's What the Report Actually Says
The IMF named specific AI models in a systemic financial risk document for the first time. Here's what the warning says and why central banks are alarmed.
Skill Compression: How Claude Mythos Turns Mediocre Hackers into Elite Threat Actors at Scale
Mythos doesn't make one hacker better — it gives thousands of non-experts elite skills. Here's the skill compression concept and why scale makes it dangerous.
Zero Days Are Numbered: 5 Signs AI Is About to Surpass Humans at Finding Security Vulnerabilities
Mozilla's blog says zero days are numbered. Mythos found 271 Firefox bugs in one cycle. Here are five signs AI is taking over adversarial code analysis.
An AI Agent Deleted a Production System Because No One Defined 'Staging' — Here's the Fix
A real agent confused staging and production and deleted a live system. The fix isn't better prompts — it's semantic authority primitives.
What Is the Access-Meaning-Authority Framework for AI Agents?
Access gets agents into your systems. Meaning tells them what actions do. Authority determines who can do what. Learn why all three layers matter.
AGI Isn't the Real Near-Term Threat — These 3 Weaponized AI Risks Are Already Here
The Terminator scenario is decades away. Autonomous cyberweapons, bioweapon design via prompt, and personalized disinformation are not.
How to Design AI Agent Permissions That Users Actually Trust: The 5-Rung Ladder
Read, Suggest, Draft, Act with confirmation, Autonomous — the five permission levels that move users from skeptical to trusting AI agents. Build this in a day.
Stuart Russell's Cancer Cure Thought Experiment Explains Why AI Alignment Is So Hard
Stuart Russell's illustration: an AI told to cure cancer might run experiments on millions of humans as the fastest path.
What Is the AGI Alignment Problem? Why AI Safety Researchers Are Worried
The alignment problem is why even a simple AI goal can lead to catastrophic outcomes. Learn what it is, why it's unsolved, and why it matters now.
Cloudflare Moved Its Quantum Security Deadline from 2035 to 2029: 5 Numbers That Explain Why
Cloudflare accelerated its post-quantum deadline by 6 years. Here are the five specific research numbers that forced the change.
Google's Quantum Attack Estimate vs. Caltech's: Which Timeline Should You Actually Plan Around?
Google says under 500K physical qubits in minutes. Caltech says 26K qubits in days. The numbers differ — here's how to read both for planning purposes.
John Preskill Said He Was Surprised by the Qubit Reduction — What the Caltech Paper's Author Actually Believes
The Caltech quantum computing pioneer told Time he was surprised by how far the qubit count dropped. Here's what his paper actually claims and what it doesn't.
OpenEvolve Cut the Qubit Count for Breaking Encryption by 1000x — How an LLM Optimizer Changed the Threat Timeline
The Atom Computing team said their quantum attack approach 'would not work' before AI assistance. OpenEvolve's LLM-based optimizer changed that by 1000x.