📈 Phase Distribution Total valid phases detected: 999 Phase Count Percentage Debugging 353 35.3% Implementation 263 26.3% Setup 116 11.6% Planning 86 8.6% Deployment 82 8.2% Documentation 52 5.2% Testing 31 3.1% Refactoring 16 1.6% 🔄 Phase Transitions Common transitions between development phases: From

The first of a two part TruthByte retrospective Last month, I built TruthByte—a Zig + WASM trivia engine with a serverless trust-scoring backend—for the AWS Lambda Hackathon. It’s a tiny game with a big goal: crowdsourcing true-or-false questions to improve AI evaluation datasets. What good is training a

"We should be exploring AI," someone said. What does that mean? For a lot of us, it means we’re now unofficial AI consultants, whether we asked for it or not. The Corporate Predicament Executives want innovation using AI, but often don’t know what that means. There’