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Vibe Bro’sENCYCLOPEDIA

VIBE BRO’S PROMPT PLAYBOOK

Specify an AI feature's failure behavior

A focused prompt for ai applications with explicit scope, realistic failure cases, and verification.

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
Design [AI feature] around [user journey]. Define its required evidence, model inputs, output shape, and allowed tool actions. Keep retrieved content separate from task instructions, and enforce schema validation and permissions in trusted application code. Specify loading, streaming, cancellation, missing-evidence, malformed-output, timeout, and denied-access behavior. Create representative normal and failure examples with expected outcomes. Implement the smallest complete flow using existing conventions, then report which checks establish product behavior and which dependencies still need configuration.

Make this prompt yours

Replace bracketed fields with your goal, current behavior, and relevant evidence. Keep requirements that affect the task. Check the result against the acceptance criteria you supplied.

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

Limited: Original instructional template; not executed. Failure-behavior prompt requests a bounded product contract and representative fixtures, not proof that a deployed AI system is safe.

Read the content review record.

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