𝗨𝗻𝗶𝘁 𝗧𝗲𝘀𝘁 𝗔𝗜 𝗚𝘂𝗶𝗱𝗲: 𝗭𝗲𝗿𝗼 𝗛𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻
AI often fails at unit testing. It invents methods. It creates wrong mock structures. It uses non-existent imports. This happens because the AI lacks strict context.
You can stop this by using a deterministic system. You must move from guessing to enforcing.
Here is the standard for zero-hallucination unit tests across five major stacks.
The Tech Stack Standard
Pick one library per stack. Do not mix them.
- Node.js (NestJS/Express): Jest
- React.js: Vitest + React Testing Library
- Python: pytest
- Angular: Jest
- Laravel: Pest
The Secret: Project-Scoped Rules
Standard prompts are not enough. You need to inject rules directly into your IDE. If you use Cursor, use the .cursor/rules/ directory.
Create specific rule files for each technology:
- unit-test-global.mdc: Sets the AAA (Arrange, Act, Assert) pattern.
- unit-test-nestjs.mdc: Enforces TestingModule and jest-mock-extended.
- unit-test-react.mdc: Mandates user-event over fireEvent.
- unit-test-python.mdc: Standardizes pytest-mock patterns.
- unit-test-laravel.mdc: Ensures Pest syntax and Mockery usage.
These files act as a contract. The AI reads them before every single prompt. This prevents hallucinations at the source.
The Unit Test Contract
Every test must follow these five rules:
- Isolation: Mock all external dependencies. No real DB or HTTP calls.
- Structure: Use AAA. Always comment your Arrange, Act, and Assert blocks.
- Naming: Use "should [behavior] when [condition]". Avoid vague names like "test 1".
- Coverage: Test the happy path, null inputs, error paths, and edge cases.
- Speed: Each test must run in under 100ms.
Implementation Steps
- Set up your library and configuration files.
- Create your .cursor/rules/ folder.
- Add a CLAUDE.md file at your project root to act as permanent memory.
- Set coverage thresholds in your CI pipeline (aim for 80% lines).
- Use pre-commit hooks to ensure no untested code enters the repo.
Stop asking AI to write tests. Start telling AI how to write tests.
Source: https://dev.to/bhaumik-viitor/unit-test-ai-guide-zero-hallucination-cross-stack-standard-4mb2
Optional learning community: https://t.me/GyaanSetuAi