prompt chaining

This guide shows how to replace fragile one-shot prompts with prompt chaining—Unix-style pipelines for LLMs—using Bash. You’ll install curl/jq/shellcheck, add a tiny llm() client, and follow a 5-step playbook: decompose, enforce JSON, generate code, review/patch, and validate/log. A worked rsync snapshotter demo proves the approach, boosting reliability, debuggability, and reuse, with tips for low temperature and fail-fast checks.