What problem does it solve? It prevents untested code changes by enforcing a disciplined test-first workflow where every behavior is proven by a failing test before implementation, reducing regressions and tests coupled to internals. ## Core Features & Use Cases - RED-GREEN-REFACTOR Loop: Write the smallest failing test for one behavior, implement the minimal change to pass, then refactor while keeping tests green. - Seam Selection Guidance: Choose the cheapest test level for each requirement, from Vitest unit tests and Supabase RLS tests to Mastra tool tests and Playwright journeys. - Regression Pattern: For bugs, follow reproduce, failing regression test, fix, passing test, then adjacent and journey tests. - Use Case: When fixing a duplicate Stripe webhook processing bug, first write a failing idempotency/replay regression test, then apply the smallest fix and rerun to prove the behavior. ## Quick Start Ask the assistant to implement your next feature or bugfix using test-driven development with a failing test written first.