Traditional tests check examples you think of. Fuzzing explores millions of combinations you don’t. Coverage-guided fuzzing found two production bugs in goldenthread before release - a UTF-8 corruption issue and a regex escaping bug. Here’s how continuous fuzzing works and how to set it up.
Needed offline GCP Secret Manager testing for CI/CD pipelines. Existing solutions were either too heavy or incomplete. Built a standalone gRPC emulator that works with the official Go SDK–zero credentials, zero network calls, 100% local.
Alpha, beta, release candidate, stable, LTS–what do they all mean? When are they required? This guide breaks down every stage of the software release cycle with real-world examples and popular strategies.