Wiz Red Agent Finds Its Way Into Snowflake’s Internal Jira Through a Flaw in a GitHub Copilot–Assisted PR

Wiz Red Agent independently discovered and exploited a GitHub Actions injection missed by GitHub’s Advanced Security, validated access to sensitive data in Snowflake’s internal Jira, and assessed the blast radius—all without human intervention, five days after the flaw became live...

The Red Agent POV: The One Boolean That Broke a B2B Platform’s Credit System

Part 3: How the Red Agent bypassed a credit and paywall system by changing a single client-side value from false to true...

The Red Agent POV: Exploiting Broken Object-Level Authorization in an Airline GraphQL API

Part 2: How the Red Agent bypassed backend resolvers to expose an entire airline booking database in fifteen minutes...

The Red Agent POV: How it Reasoned its Way to SSRF

Part 1: How the Red Agent uncovered a multi-step attack chain allowing SSRF-to-Local-File-Read on a GCP Cloud Run API...

Introducing the Red Agent POV Series

An inside look at how the Red Agent, our AI-Powered Attacker, uncovers complex, exploitable risks in the wild...

Introducing Penetration Test Findings: Unified Offensive Security in Wiz

Streamline pen-testing by unifying findings from bug bounties, manual audits, and Wiz Red Agent into a single, context-rich view...

Autonomous Cyber Resilience Via a Co-Evolutionary Arms Race within a Fortified Digital Twin Sandbox

The convergence of IT and OT has created hyper-connected ICS, exposing critical infrastructure to a new class of adaptive, intelligent adversaries that render static defenses obsolete. Existing security paradigms often fail to address a foundational "Trinity of Trust," comprising the fidelity of...

Adapting under Fire: Multi-Agent Reinforcement Learning for Adversarial Drift in Network Security

Evolving attacks are a critical challenge for the long-term success of Network Intrusion Detection Systems NIDS. The rise of these changing patterns has exposed the limitations of traditional network security methods. While signature-based methods are used to detect different types of attacks, th...