THE USE CASE
Where this helps.
Expand test coverage where failures are expensive. Use AI coding assistants to propose tests based on a precise code diff and known behavior.
How to try it responsibly
- 01
Explain the intended behavior and acceptance criteria.
- 02
Ask for edge-case tests, including failures and permissions.
- 03
Run the tests in CI and have a developer inspect results.
A starting prompt
STARTING TEMPLATE / ADAPT TO YOUR CONTEXT
Given this diff and spec, propose tests that would fail on a regression. Do not modify production files.
How to verify the result
Review whether generated assertions test behavior rather than implementation details.
Limits and failure cases
Passing AI-generated tests does not prove the application is secure.
Editorial note: This is a practical starting example, not an independent performance benchmark or a guarantee that a specific product can complete the workflow autonomously. Test with your own permissions, tools, and representative cases. Relevant technical/reference source ↗