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CVE-2025-68664: A Case Study in How AI Agent Velocity Is Stress-Testing Vulnerability Management

The proliferation of AI Agents is creating a “Vulnerability Gold Rush.” While developers are racing to ship features using LangChain, LiteLLM, and the new Claude/OpenAI SDKs, the underlying libraries are evolving so fast that security patches are frequently entangled with massive breaking changes. For an organization running dozens of agents, this isn’t just a maintenance […]

OpenAI’s Aardvark: A Welcome Step Forward in AI-Driven Security, But Just the Beginning

RiskOn Thursday, OpenAI introduced Aardvark, their Security Research Agent designed to help developers and security teams discover and fix vulnerabilities at scale. As someone who’s spent the past year building AI remediation solutions at Backline, I found myself reflecting on what this announcement means for our industry. My reaction? Genuinely positive. This validates what we’ve […]

Stop the whack-a-mole game: Turning npm Supply-Chain Chaos into Automated Remediation

In the span of a few weeks, the JavaScript ecosystem has been hit by back-to-back software supply-chain incidents. First came the s1ngularity/Nx compromise in late August. Then, this week, the Shai-Hulud campaign arrived with a twist: a self-replicating, worm-style payload that moved quickly through the npm ecosystem. Public write-ups from SCA and CNAPP vendors have […]

The Rise of AI Agents in Cybersecurity: Insights from RSA Conference 2025

RSA Conference 2025 in San Francisco confirmed that AI agents are rapidly transforming cybersecurity, moving from simple copilots to autonomous systems capable of executing complex, multi-step tasks. This shift is already reshaping how organizations detect, respond to, and manage cyber threats, but the journey toward full automation, where AI can not only identify but also […]