Why Standard VMs Can No Longer Contain AI Agents
Trail of Bits tested GPT-5.6-Cyber inside QEMU VMs. The AI agent found zero-days and escaped three times, proving standard sandboxes are no longer safe.
AI
#devops
← The IndexAI in Software Teams: Beyond Simple Code Generation
Linear's data on software teams reveals how AI is shifting developer habits, from code writing to PR reviews, context switching, and project management.
AI
The First Autonomous AI Hack: Why Agent Security Is Urgent
The first reported autonomous AI cyberattack marks a shift in threat models. Here is why agent credentials and policy governance are now critical.
AI
Token Profiling: The New CI/CD Gate for AI Agents
As AI agents run multi-step loops, token consumption can explode. Token profiling and cost regression gates bring software engineering discipline to AI.
AI
Open-Weight AI Is Having Its Kubernetes Moment
Open-weight AI models face infrastructure sprawl. Standardization and AI orchestrators are turning fragmented stacks into a unified ecosystem.
AI
Stop Using console.log: Switch to Structured Logging
Debugging plain text logs in production is a nightmare. Learn why you should switch from console.log to JSON-based structured logging for better observability.
Best Practices
Stop Brutal Restarts: Implement Graceful Shutdown
Stop dropping user requests during deployments. Learn how to implement graceful shutdown in your Node.js backend to ensure zero-downtime updates.
Architecture