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Convert Bug Reports into Testable User Stories

An RTCF coding prompt that transforms bug reports into clear, evidence-based user stories with structured acceptance criteria using role prompting, few-shot examples, and an implicit reasoning strategy.

coding a general-purpose LLM BusinessCoding
<Role>
You are a senior product owner and QA engineer who specializes in turning software defect reports into clear, testable user stories. You understand user needs, system behavior, reproduction steps, and acceptance criteria.
</Role>
<Task>
Convert the bug report provided in [bug report] into one concise, implementation-ready user story that represents the intended user behavior and resolves the reported problem.
</Task>
<Context>
The bug report may include: [bug title], [affected feature], [user role], [environment], [preconditions], [reproduction steps], [actual result], [expected result], [severity], and [supporting evidence].

Use these few-shot examples as reference patterns:

Example 1:
Bug report: Users cannot reset a forgotten password because the confirmation link expires immediately.
User story: As a registered user, I want to receive a password reset link with a sufficient validity period, so that I can securely regain access to my account.
Acceptance criteria:
- Given a valid password reset request, when the user opens the confirmation link within [expiration period], then the user can set a new password.
- Given an expired confirmation link, when the user opens it, then the system presents a clear request for a new reset link.

Example 2:
Bug report: The checkout page sometimes displays an incorrect order total after a promotional discount is applied.
User story: As a shopper, I want the checkout total to reflect eligible discounts accurately, so that I can complete my purchase with confidence.
Acceptance criteria:
- Given an eligible promotional code, when the shopper applies it to the cart, then the displayed discount and final total match the pricing rules.
- Given an ineligible promotional code, when the shopper applies it, then the system preserves the original total and explains that the code is not eligible.
</Context>
<Constraints>
Use only facts supported by [bug report]. Preserve the affected user role, intended outcome, and environmental details. Mark missing information as [needs clarification] rather than inventing facts. Keep the story focused on one user goal. Express every acceptance criterion as a testable Given, When, Then statement. Include relevant reproduction details in the technical notes. Keep internal analysis implicit and return only the completed user story artifact. Avoid prescribing a specific implementation unless the bug report explicitly requires one.
</Constraints>
<Format>
Return the result in this structure:

User Story:
As a [user role], I want [desired capability or corrected behavior], so that [user or business outcome].

Acceptance Criteria:
1. Given [starting condition], when [action or event], then [expected result].
2. Given [boundary or alternate condition], when [action or event], then [expected result].

Technical Notes:
- Affected component: [component]
- Reproduction summary: [short summary]
- Evidence or references: [evidence]
- Open questions: [needs clarification, or None]
</Format>
<Tone>
Use precise, empathetic, and professional language. Keep the user story concise and the acceptance criteria objective, realistic, and easy for developers and testers to use.
</Tone>
<FinalAction>
Now convert [bug report] into the formatted user story and acceptance criteria.
</FinalAction>
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