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Previously, I described some core approaches to validating agent written code: feedforward and feedback techniques. Feedforward techniques are about avoiding errors up front, for example by coming up with better prompts and planning strategies. Feedback gives agents a signal that they have actually achieved a task. Feedback is a key part of common agentic patterns like Ralph loops or the /goal commands in Codex and Claude Code: keep working until some known condition passes.

How to set up blue-green deployments with CircleCI.

On June 2, 2026, security researchers disclosed a remote denial-of-service (DoS) exploit named the HTTP/2 Bomb. This flaw allows unauthenticated remote attackers to rapidly exhaust server memory, rendering major web servers inaccessible.

Selecting an ADO.NET provider may seem like a simple, one-time decision, but it can affect performance, compatibility, and long-term maintainability for years. The provider sits between your application and SQL Server and affects everything from connection management and authentication to support for new database features. Also, today, SQL Server 2025 delivers new cloud-optimized features and modern security and System.Data.SqlClient has become legacy software.

The rise of AI-assisted coding has transformed how software is built. With tools generating entire features in seconds, the bottleneck is no longer writing code—it’s verifying it. Because AI can generate boilerplate and handle API integrations instantly, more service changes are being pushed into authentication logic, API calls, and configurations. Teams desperately need a way to verify these changes before merging, especially when the code touches external dependencies.

We’re excited to announce that immutable tags are now available for the Bitbucket Packages container registry. With immutable tags, workspace admins can set container image tags from being overwritten, moved, or modified after they’re first pushed.