An evaluation of MiniMax M2.7 used through Claude Code on three workflows I run regularly — writing code for a Kaggle competition submission, drafting and auditing Obsidian vault notes, and refactoring an old PyTorch project — with Claude Opus 4.7 as the comparison baseline.