1. The engine is separate from the interface. Each calculator's math lives in its own pure module that takes inputs and returns results, with no interface code in it. That separation is what makes the math testable in isolation, and it is why a bug in a form field can never quietly change a result.
2. Regulatory figures are never inlined. Tax brackets, contribution limits, wage bases, and state rates live in dedicated constants files that record the source and the date they were last checked. A figure appears in exactly one place, so updating it for a new tax year cannot leave a stale copy behind in some component.
3. Tests come with the engine. Every engine has a test suite covering the ordinary path and the edges that break naive implementations: the exact income where a bracket changes, where a phase-out begins and completes, zero and negative inputs, the final payment of an amortization schedule. A bug that reaches production is treated as a missing test, not just a missing fix.
4. The limitations are written down. Before a calculator ships, what it does not model is listed explicitly and shown on the page. The list below is that record.