11+ min ago   (901+ words) One service reads 59 environment variables. None of them are documented by hand: a generator writes the catalog, CI runs the same generator with --check, and any drift between the file and the code fails the build. Tagged with go, devops,…...

11+ min ago   (884+ words) Daemons, resources, migrations and schedules are declared once in the service manifest. Everything the environment knows about the service - down to the name of every environment variable - follows from that one declaration. What isn't declared doesn't exist. Tagged with go,…...

9+ min ago   (1638+ words) A few months ago, I wrote about Bug Hunter as a self-hosted testing tool for web applications and APIs. At that point, the project could already: Since then, the project has changed significantly. The biggest change is not one individual…...

4+ min ago   (345+ words) A client had been building an education platform in Lovable for months. Too many issues piled up, so they brought in devs. I got assigned to it. The job was to turn a vibecoded app into something production ready. First…...

18+ min ago   (616+ words) We are confident this text is AI-assisted. GPTZero works with the world's top publishers as the trusted standard for authenticity and quality. Learn more here This story contains AI-generated text. The author has used AI either for research, to generate…...

28+ min ago   (1296+ words) This post walks through how each layer works, how they combine into a single threat score, and why this architecture catches bots that simpler approaches miss. It's a WordPress plugin, but the scoring design applies to any request pipeline. Every…...

36+ min ago   (527+ words) I've been reading into why deepfake detectors keep losing ground (some benchmarks put failure rates around 45-50% on recent generative models), and it pushed me toward a question that's more about infrastructure than machine learning: instead of trying to prove after…...

12+ min ago   (815+ words) You don’t need much to follow along, but a few version and account details matter given how fast 1Password has been shipping this year. If you’re migrating from another manager, keep your old vault unlocked and exportable until step 11 — don’t delete…...

27+ min ago   (230+ words) xAI and Meta both delivered persistent cloud computers for AI agents within one month — same infrastructure category, opposite security architectures. The VM-per-agent pattern is now a category, and the governance question underneath it is the real story. While the surface-level…...