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Get Started Free →Test-driven development workflow with Red-Green-Refactor cycle across languages
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | 62% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 53% | 0% |
| case-21 | ✓→✓ | = Same ✓ | 37% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 57% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 115% | 0% |
Never write production code without a failing test first. Each cycle should take 2-10 minutes.
Use the Arrange-Act-Assert pattern consistently:
Arrange: Set up test data and dependencies
Act: Execute the behavior under test
Assert: Verify the expected outcomeName tests as test_<unit>_<scenario>_<expected_result> or it("should <behavior> when <condition>").
typescriptdescribe("OrderService", () => { it("should apply discount when order exceeds threshold", () => { const order = createOrder({ items: [{ price: 150, qty: 1 }] }); const result = applyDiscount(order, { threshold: 100, percent: 10 }); expect(result.total).toBe(135); }); it("should throw when applying discount to empty order", () => { const order = createOrder({ items: [] }); expect(() => applyDiscount(order, defaultDiscount)).toThrow(EmptyOrderError); }); });
Use vi.fn() / jest.fn() for mocks. Prefer dependency injection over module mocking. Use beforeEach for shared setup, never share mutable state between tests.
python@pytest.fixture def db_session(): session = create_test_session() yield session session.rollback() def test_create_user_stores_hashed_password(db_session): user = UserService(db_session).create(email="a@b.com", password="secret") assert user.password_hash != "secret" assert verify_password("secret", user.password_hash) @pytest.mark.parametrize("input,expected", [ ("", False), ("short", False), ("ValidPass1!", True), ]) def test_password_validation(input, expected): assert validate_password(input) == expected
Use pytest.raises for exceptions. Use conftest.py for shared fixtures. Mark slow tests with @pytest.mark.slow.
gofunc TestParseConfig(t *testing.T) { tests := []struct { name string input string want Config wantErr bool }{ {"valid yaml", "port: 8080", Config{Port: 8080}, false}, {"empty input", "", Config{}, true}, {"invalid port", "port: -1", Config{}, true}, } for _, tt := range tests { t.Run(tt.name, func(t *testing.T) { got, err := ParseConfig([]byte(tt.input)) if (err != nil) != tt.wantErr { t.Errorf("ParseConfig() error = %v, wantErr %v", err, tt.wantErr) return } if !tt.wantErr && got != tt.want { t.Errorf("ParseConfig() = %v, want %v", got, tt.want) } }) } }
Use table-driven tests by default. Use t.Helper() in test utility functions. Use testify/assert only if the team already uses it.
| Level | Scope | Speed | Dependencies | |-------|-------|-------|-------------| | Unit | Single function/class | <100ms | None (mock all) | | Integration | Module boundaries | <5s | Real DB, real FS | | E2E | Full user flow | <30s | Full stack |
Ratio target: 70% unit, 20% integration, 10% e2e.
bash# Jest/Vitest vitest run --coverage --coverage.thresholds.lines=80 --coverage.thresholds.branches=75 # pytest pytest --cov=src --cov-fail-under=80 --cov-branch # Go go test -coverprofile=cover.out -coverpkg=./... ./... go tool cover -func=cover.out
t.Cleanup / afterEach to reset shared mocksOther measured skills in the registry, with their headline benchmark lift.