Guide to Safe Legacy Code Refactoring and Automated Test Generation to Prevent AI Agent Runaway

This article explains how to build a "guardrail environment" that leverages AI coding agents like Claude Code and Cursor ...
Dark Reading

So Many AI Security Benchmarks, But None Tell the Whole Story

Measuring the cybersecurity of AI models gets complex fast, with metrics focused on different variables in the AI security ...
shattered.io

OpenHands Local Setup: 12 Steps, 60 Min [2026]

OpenHands local setup in 12 steps: run Agent Canvas with Ollama and a local Qwen model in sandboxed Docker, plus a preflight ...

The story of how I spent two full days inspecting my home IT environment because of a Certificate Authority whose private key was '4'

IntroductionOn October 17, 2026, it was reported that for eight intermediate CA certificates issued by the Indian Certificate ...
science

From scrap to prime: Designing high-performance alloys from dirty feedstocks with machine learning

Producing alloys from recycled metals via secondary synthesis can markedly cut energy use, greenhouse-gas emissions, and dependence on scarce, strategically important elements relative to primary ...