A Comma and a Question Mark
Summary
The article explores using natural language prompts (a comma for command generation and a question mark for lookups) to interact with local AI models for shell automation. It describes a workflow built with open-source tooling (llama.cpp, zsh, JSON Schema) that runs offline on a laptop, emphasizing safety and non-destructive automation.