Shortest's callback function design provides theoretically unlimited room for expansion of test logic. The mechanism allows developers to inject custom validation logic at any test stage, breaking through the inherent limitations of AI testing.
Technical implementation , the framework provides a type-safe callback interface that supports synchronous and asynchronous modes. Typical application scenarios include: database assertion validation, local storage checking, and performance indicator collection. For example, after the user login test, you can add a callback to verify whether the user record in the database is updated.
The practice of a SaaS platform shows that through the clever use of callback functions, they have realized: business data consistency verification, third-party API call validation, data flow tracing across microservices and other advanced testing scenarios. These extensions enabled the test coverage to jump from 70% to 95%, while the maintenance cost was instead reduced by 40%.This flexibility is the core value that pure AI testing tools cannot provide.
This answer comes from the articleShortest: an AI automated testing tool that uses natural language for end-to-end testingThe
