code analysis
The AI code vulnerabilities that grow with your app
Theori built 28 apps with AI coding agents and scanned each one through its pentesting platform. Five models did the building, split between Anthropic and OpenAI, across apps …
Google’s Gemini 3.5 Flash Cyber becomes a vulnerability hunter
Google’s Gemini 3.5 Flash Cyber model finds, validates, and patches vulnerabilities before they can be exploited while helping mitigate broader misuse. It is part of a …
A forensic tool for backdoored code completions in AI assistants
Developers lean on AI coding assistants for a growing share of their daily work, letting the tools predict the next few lines and accepting many suggestions with a quick …
A single malware file can outweigh an entire AI dataset
Antivirus vendors and security startups keep shipping AI features that promise to read malware the way a seasoned analyst would. The results inside security teams tell a …
Nika: Open-source code analysis tool
Many serious security bugs in web applications sit across several files at once. Request data enters through a controller, moves through data objects and service layers, and …
Senior engineers are spending their week cleaning up AI-generated code
At most U.S. technology companies, machines now write the bulk of the code that ships each week. The engineer’s job has shifted toward reviewing what the AI produces, …
The security questions around Chinese AI coding models in U.S. software
Software developers across the United States are using AI models built in China to write, debug, and review code, drawn by prices below those of American alternatives. These …
What Mozilla learned running an AI security bug hunting pipeline on Firefox
Over the past several months, Mozilla ran an agentic harness powered by Claude Mythos Preview across Firefox’s source code, identifying 271 security bugs that were fixed …
Can your coding style predict whether your code is vulnerable?
Developers leave fingerprints in the code they write. Naming choices, indentation patterns, preferred APIs, and the way someone structures a loop or handles a pointer all …
Claude Security enters public beta with Opus 4.7 vulnerability scanning and patching
Claude Security, previously called Claude Code Security, is in public beta for Claude Enterprise customers. Available in Claude.ai, the capability scans codebases for security …
AI SOC vendors are selling a future that production deployments haven’t reached yet
Vendors selling AI-powered security operations platforms have built their pitches around a consistent set of promises: autonomous threat investigation, dramatic reductions in …
Anthropic trims action approval loop, lets Claude Code make the call
Auto mode is a new permissions feature in the Claude Code system that allows the AI to make approval decisions on a user’s behalf while safeguards review actions before …
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