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VIBE BRO’S PROMPT PLAYBOOK

Check schema-valid order output against business rules

Audit parsed values against a supplied synthetic order policy and source evidence.

Your build starts here

Replace bracketed details with your own goal, context, and checks. Keep the first build small enough to inspect.

THE COMPLETE TEMPLATE
Review this generated order object: [object]. The source is [synthetic order text], and the business rules are [currency, quantity, price, rounding, identity, and allowed fields].

Treat successful parsing as the beginning of the check. Verify that extracted fields are supported by the source, referenced items actually exist in the supplied data, and totals follow the stated arithmetic and rounding rules. Distinguish absent information from contradictory information and from an invalid calculated value.

Return a compact list of passed checks and concrete failures, each tied to the source or a rule. If a correction is fully supported, propose it separately; otherwise identify the missing evidence. Do not guess a price or silently substitute a different currency.

Define deterministic validator cases for the discovered failure types. The generated object does not itself authorize a purchase, database write, or other external action.

Make this prompt yours

Use for data consumed by code. Keep value validation and operation authorization as separate application responsibilities.

You might also hear

  • semantic output validation
  • schema-valid order
  • business rule checks

The docs behind it

These references explain the underlying concepts and APIs. The prompt templates and project plans are original examples to adapt to your own setup.

Editorial review · October 28, 2026

Supported: Original, unexecuted semantic-check template. Cross-field order checks and untrusted-output handling address the documented gap between valid structure and valid meaning.

Read the content review record.

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