AI Agents in DevSecOps — Shifting Security Left with Intelligent Automation AI Agents in DevSecOps — Shifting Security Left with Intelligent Automation Security can no longer be bolted on at the end of development. In cloud-native systems, speed is everything — and vulnerabilities move as fast as code. AI agents are stepping into DevSecOps pipelines, embedding intelligence into every stage of software delivery and helping teams “shift security left.” 1. Why DevSecOps needs AI agents DevSecOps promises to integrate security into the entire CI/CD lifecycle, but adoption has been difficult. Manual reviews are too slow, static scanners flood developers with false positives, and compliance checks often happen at the very end. Meanwhile, attackers are exploiting vulnerabilities within hours of disclosure. AI agents offer a remedy by acting as al...
Bugged But Happy is a software testing blog that shares real-world QA insights, ETL testing tips, SQL query guides, automation tools like Selenium, PySpark, and RPA, plus fun stories from the tester’s life. Whether you're a beginner or experienced tester, this blog helps you grow, debug smarter, and stay updated—while enjoying the journey. Because every bug teaches us something new!