AI Code Validation

Anthropic’s Free OSS Scanner: What It Means For Your Team

On October 8, 2026, Anthropic announced OSS Scanner, a free, opt-in vulnerability scanning service for eligible open-source projects. The OSS Scanner is powered by their most capable models, including Claude Mythos. It scans codebases, identifies vulnerabilities, proposes patches, and sends reports directly to maintainers. As you read this, it has already identified real, high-severity issues …

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Lessons from the SolarWinds Breach: A Discussion With CISO Tim Brown

At JFrog’s swampUP 2026 conference in New York, security leaders gathered to tackle the rapidly evolving landscape of software supply chain security and AI-driven development. In this exclusive sit-down interview from the event, former SolarWinds CISO TIM (now CISO in Residence at Team8) sits with JFrog CISO Paul Davis and reflects on the historic 2020 …

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The Year the Vulnerability Backlog Changed Shape

As we enter the AI era, few among us have found themselves so entrenched in the throes of the shifting landscape as CISOs. With the threat landscape shifting, they are up against increasing rates of vulnerabilities and exploits alongside rapidly scaling demands for ever more secure environments. As CISOs, with our role as the protectors …

Agent Immunization: A New Model for Building Trusted AI Agents

The riskiest thing agents do all day isn’t writing code; it’s “shopping”. Every minute, they reach out to the internet for a package, a plugin, or an MCP server and consume them with no verification or guarantee of what’s inside. Most of the industry is trying to make agents “shop” safely from the outside by …

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Frontier AI Application Security: Every Second Counts

Somewhere in the last few months, the math of application security quietly broke. Anthropic’s Claude Mythos Preview didn’t just analyze code, it found a 27-year-old vulnerability in OpenBSD, a 16-year-old bug in FFmpeg, and a 17-year-old remote code execution flaw in FreeBSD, entirely on its own. Then it went further: it built working exploits for …

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The Secret Sauce of SLSA: DevGovOps at the Speed of Agentic AI

Software supply chain engineering has reached a critical inflection point. As autonomous AI coding agents transition from generating autocomplete suggestions to planning, writing, reviewing, and deploying entire software pipelines without humans in the loop, the connection between human intent and production binaries is fracturing. This shift has created a severe structural deficit across enterprise tech …