30 Days to Tame Testing Chaos: MVP Strategy Blueprint
Chaos in testing isn't laziness—it's missing structure. Here's the 30-day MVP plan that shifts conversations and builds predictable quality, fast.
#software-quality
Your Bug Tracker Isn't a Fix—It's a Symptom of Deeper Rot
What if your bloated defect backlog isn't a sign of hard work, but a red flag for a codebase rotting from neglect? Preventing bugs upfront isn't fluffy—it's the only way to ship without constant firefighting.
Why Your AI Code Reviewer Is Confidently Wrong (And How to Fix It)
Running code through a single AI model feels smart—until it confidently flags something that isn't broken, or misses a real bug hiding in plain sight. One engineer ran both approaches on production code. The difference was striking.