Software Development

AI Test Generation

Use AI to write NEW test code from specs, PRDs, user stories, code diffs, bug reports, or OpenAPI specs. Staged pipeline: requirements extraction → risk analysis → coverage matrix → scenario generation → oracle design → test code → human review, with guardrails against hallucinated APIs and weak assertions. Use when: "generate tests from spec," "tests from PRD," "tests from user story," "auto-generate test cases," "AI write tests for me." Not for: testing AI/LLM features in your product — use ai-system-testing. Not for: auditing a pre-existing test suite you did not just generate — use ai-qa-review (Step 7 here only reviews tests THIS pipeline produced). Related: playwright-automation, unit-testing, api-testing, qa-project-context.

Publisher / source
petrkindlmann/qa-skills (found on skills.sh)
Upstream record
petrkindlmann/qa-skills
Version
Version 3
Published
Publication review
Approved for publication
Content fingerprint
e675c3e58f7c170dcd1a1e9adbeb6f13f4c8b236bcd3ebc1ab928019a07075fe