Demo library
AGENT / WORKFLOW DEMONSTRATION

Software R&D: Turn User Feedback into Reproducible Bug Tickets

Extract environment, steps, expected and actual results to help R&D identify missing evidence and schedule reproduction.

Software developmentCodex · ClaudeIllustrative demo · Prepared sample
Fictional feedback: Error displayed when exporting reports on the web
Browser: Chrome; version not provided
Steps: Go to monthly report → select September → click Export CSV
Actual: "Export failed" appears; Expected: CSV downloads
No error logs and no stable reproduction count.
Prepared example · No live AI execution
Read both input and output

Input

Fictional feedback: Error displayed when exporting reports on the web
Browser: Chrome; version not provided
Steps: Go to monthly report → select September → click Export CSV
Actual: "Export failed" appears; Expected: CSV downloads
No error logs and no stable reproduction count.

Output

Preset bug ticket
Title: Monthly report CSV export failed (to be reproduced)
Reproduction steps: Go to monthly report; select September; export CSV.
Actual/Expected: Failure message shown / file downloaded.
Missing evidence: Browser and app version, sanitized logs, reproduction count, and account permission scope.
Impact scope and priority: To be confirmed by product and R&D.
No root cause claimed, no fix or deployment change submitted.

Use Cases

Extract environment, steps, expected and actual results to help R&D identify missing evidence and schedule reproduction.

This demo uses fictional business data and pre-prepared outputs to showcase a customizable workflow. It is not a customer case, live AI execution, or actual business result.

Work Steps

  1. Extract reproduction steps and environment from feedback, preserving the original error message.
  2. Check the evidence required by the bug template, and flag impact scope that cannot be determined.
  3. Generate a ticket draft, linking logs or code context as authorized.

Human Review and Boundaries

R&D personnel reproduce and determine root cause; the product owner confirms priority. Code changes, testing, and deployment have separate approval steps.

Customizable Content

Customize bug templates, repository conventions, and test checklists for Codex or Claude, with optional ticket system integration.

How to Validate

Test with normal input, missing fields, and conflicting data separately; check that key fields can be traced back to the input, missing content is clearly marked, and numerical calculations are done by reviewable rules. The agreed samples and delivery scope shall prevail.

Platform and Delivery

Customize instructions, templates, helper scripts, and review steps for Codex or Claude. Specific product versions, tool permissions, and system interfaces are confirmed and tested separately during the requirements phase. Deliverables include source files, test samples, and usage documentation; this page does not connect to external systems, send notifications, or execute business operations.

YOUR NEXT USEFUL IDEA

What could work better?

Bring a task. We’ll help you find a practical place to start.