Security Testing in CI/CD Pipelines for AI Agent Releases
Securing AI agents in CI/CD requires enforcement at tool execution, not code scans.
Priya Subramaniam
Senior Threat Analyst
Priya Subramaniam
Priya Subramaniam spent eight years at a boutique red-team consultancy before moving to independent security journalism, where she now focuses on adversarial tradecraft targeting autonomous systems and AI-driven pipelines. Her field reporting draws on hands-on penetration testing experience across financial and critical-infrastructure clients.
6 stories
Offensive Security Operations Augmented by AI Agents
Models are just one-third of your AI attack surface, and attackers know it.
Priya Subramaniam
Threat Intelligence Feed Quality Evaluation Criteria
Measure feeds on timeliness, accuracy, uniqueness, and relevance instead of vendor claims.
Priya Subramaniam
Reproducible Security Evidence Standards for AI Agent Releases
Teams shipping AI agents still rely on opinion instead of reproducible proof of security.
Priya Subramaniam
OWASP Agentic Top 10 Applied to Production Deployments
Real agents with real credentials demand controls that survive when the model's goals get hijacked.
Priya Subramaniam
Privilege Escalation Paths in LLM Agent Tool Chains
Gradual tool chains let agents slip into high-privilege territory undetected.
Priya Subramaniam