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A practical guide for Bash users to make AI outputs reliable: explains why precise prompts matter and how to script them with curl and jq. Covers defining role/goal/constraints/format, delimiting context, requiring JSON and validating with jq, tuning temperature and token costs, and a reusable OpenAI-compatible shell harness. Includes paste-ready examples, common pitfalls, and CI-friendly guardrails.