Operations | Monitoring | ITSM | DevOps | Cloud

Your AI coding agent just made every test pass. Ship it, right? Not so fast. A growing class of AI-generated bugs doesn’t come from writing bad code. It comes from the AI changing working code to accommodate its own mistakes. This isn’t a theoretical risk. It’s happening now, in production codebases, and it’s harder to catch than any bug the AI might introduce from scratch.

We are thrilled to announce a new release of our Delphi Data Access Components product line. This update delivers broader platform compatibility, enhanced security, and extended support for modern database technologies across multiple providers.

The catastrophic TeamPCP exploit in March 2026 demonstrated that "open execution" models, in which third-party code runs with full privileges, have made CI/CD pipelines a primary target for global credential harvesting. There are better architectures. On March 19th, the risks of running open execution pipelines — where what code runs in your CI/CD environment is largely uncontrolled — went from theoretical to catastrophic.

Here's a scenario that probably sounds familiar: a developer needs a sandbox environment to test something. They file a ticket. Then they wait. And wait. Maybe a day goes by, maybe three. Meanwhile, your platform team is buried in provisioning requests, and somewhere, someone has already spun up an unsanctioned workaround that bypasses every governance policy you've put in place. It's a lose-lose. Developers lose velocity, platform teams lose their sanity, and security gaps quietly multiply.