Sprint 7.2 — AI Test Fixture Generator

[Taleef7]

Goal

Let users generate test fixtures from CQL without manual FHIR/CQL knowledge.

Desired behavior

"Generate Test Fixtures" button in Tests tab:

1. Reads current CQL text
2. Calls POST /api/measures/{id}/ai/generate-test-fixtures
3. Returns 5 fixtures covering COMPLIANT, DUE_SOON, OVERDUE, MISSING_DATA, EXCLUDED
4. Each: name, inputData, expectedOutcome
5. Inserted as draft rows the user can edit before saving

Files

• backend/src/main/java/com/workwell/ai/AiAssistService.java — generateTestFixtures()
• backend/src/main/java/com/workwell/web/AiController.java — endpoint
• frontend/features/studio/components/TestsTab.tsx — generate button + draft rows

Acceptance criteria

• POST /api/measures/{id}/ai/generate-test-fixtures returns 5 fixture objects
• All 5 outcome types represented
• Deterministic fallback fixtures when AI fails
• Fixtures appear as draft rows in Tests tab
• AI_TEST_FIXTURES_GENERATED audit event written

Spec: docs/sprints/SPRINT_07_overdelivery_features.md §7.2

[Taleef7]

Completed via Sprint 7 implementation and merged PR #53 (plus follow-up review-fix commit f2e977d). AI fixture generation endpoint, fallback behavior, UI integration, tests, and docs are now in place.