How to deploy security tools across VPS instances with zero public exposure using Twingate and Docker. Complete 7-step workflow with validation procedures for production and testing environments.
In January we predicted the job market, AI accountability, hybrid creep, and credential collapse for 2026. Five weeks later, the data is in — and the predictions are holding up, some uncomfortably well.
A new paper shows LLM agents deanonymize pseudonymous users at 67% accuracy for $4. The real story is that online anonymity was never structurally guaranteed — just expensive to break.
MCP tool descriptions are instructions, not metadata. Here's how attackers exploit that — and what the benchmark data actually shows about model safety alignment.
The code review skill now runs four sequential passes — structural recon, pattern scanning, semantic data flow tracing, and self-verification with confidence ratings.