llm integration

An overview of building interactive Bash tools enhanced by AI. It explains wiring LLMs into shell scripts to interpret natural-language requests, propose or execute safe commands, and maintain conversational state. The article covers prompt design, wrappers, context via files/env, guardrails like validation, dry runs, and logging, plus examples that accelerate automation, data lookup, and developer workflows.