Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

An organization licenses ChatGPT Enterprise. An employee opens a second browser profile, signs into the personal account already logged in there, and pastes a customer extract into it. Same laptop, same managed browser, same corporate egress, same person, same web address. ‍ Every control in the path reads that session as ordinary and correct, because by every attribute any of them can see, it is.

Automated dependency updates are not new. For years, Mend Renovate has scanned repositories, flagged outdated or vulnerable packages, and opened pull requests. What has changed is the sheer velocity of the pipeline. AI coding agents now write a significant share of production code, introducing open source packages continuously across thousands of repositories.

Your scanner just flagged 4,000 new vulnerabilities, 78 of them critical. Which one do you fix first? To answer that question, Cloudflare is announcing early access to Vulnerability Discovery and Remediation, now part of Cloudflare Managed Defense. Vulnerability Discovery and Remediation is a new, invitation-only Cloudflare service that helps customers detect and mitigate vulnerabilities in their codebases.

The tokenmaxxing era has left companies grappling with an uncomfortable reality. Now that AI vendors have switched to usage-based billing models, businesses are facing sky-high bills, and IT and finance teams are under pressure to rein in spending without slowing down innovation.

For business logic attacks, prioritize runtime behavioral detection over API discovery alone, tools that map workflows and catch abuse mid-sequence, not just at the request level. AppSentinels leads with a purpose-built Business Logic Graph plus behavioral fraud detection; Salt Security and Cequence are also strong runtime-behavioral options. Picture this: someone applies the same discount code 40,000 times in a row, or slides a decimal point in a checkout request to buy a $500 item for $5. No malware.

A library of Calico tools and skills — delivered through the Calico MCP Server.

These two photos were taken almost ten years apart. The first is from 2016, with Sam Altman at Y Combinator. The second came from an unexpected encounter in Silicon Valley almost a decade later. I’ll come back to it at the end. With Sam Altman at Y Combinator in 2016. I was 22 when I arrived in Silicon Valley on a one-way ticket, with a little bit of cash that was barely enough for one month of living there, and a thesis I wanted to prove.

Imagine a developer asks a coding agent to investigate a failed deployment. The agent can read the project directory, inspect source code and configuration files, search the web for troubleshooting guidance, and use the developer’s approved tools.