spec-to-tests

Generate failing tests from acceptance criteria by converting Build Brief context into verifier artifacts and reproducers, ensuring coding begins only after verification has failed. This approach enforces test-first development within an AI-assisted engineering lifecycle.

Yes, you can create reproducers for bugfix tasks by assembling Build Brief context and converting the acceptance criteria into failing tests. The process handles different task classes including feature, bugfix, and build validation.

Converting Build Brief acceptance criteria into test cases involves parsing the input, assembling the context, and generating failing verifier artifacts. Quality gates are enforced before finalizing the tests to guide the subsequent coding process.

Yes, you need Python libraries to validate input, parse data, and execute tests generated from acceptance criteria. These libraries are required to support the parsing and execution phases of the test generation process.

Generating tests from Build Brief acceptance criteria produces failing verifier artifacts directly from defined context, strictly enforcing a test-first workflow. Manual test writing lacks this automated context assembly and built-in quality gate enforcement.