Most ChatGPT Plus users never touch Codex. DocMason turns that unused capacity into a local, evidence-first knowledge base for decks, spreadsheets, PDFs, and emails on Mac.

Most AI code review tools generate 10-20 comments per PR. The problem? 80% are noise. Here's a framework for measuring signal-to-noise ratio in code reviews - and why it matters more than you think.

How LlamaPReview's repository-wide context analysis caught a production-breaking bug that human reviewers missed—and why the future of code understanding lies in graph-based RAG.