DevOps

When AI Hacks AI: Inside the New Offensive Security Landscape of LLM-Powered Agents

Originally published on tamiz.pro . The cybersecurity landscape is undergoing a silent but profound shift. For decades, offensive security has relie…

When AI Agents Fail: How Self-Improving Systems, Background Job Reliability, and Automated Testing Reveal the Trust Gap in Software

Originally published on tamiz.pro . The Illusion of Autonomous Reliability AI agents are increasingly making decisions in production environments—fr…