Ci-Cd
How Continuous Fuzzing Finds Bugs Traditional Testing Misses
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.
Building a GCP Secret Manager Emulator for Offline Integration Testing
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.
Software Release Cycles Explained: Alpha, Beta, RC, and Everything In Between
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.