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Latest Tamper-Resistant Test Design Is What the Suite Now Owes the Codebase

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Why TDD Matters More in the AI Era

The bar for "good tests" just moved. Agents made it non-optional.

  • The suite stopped being a contract and became a surface. The old model assumed both authors were on the same team. The new one has a fourth participant with different incentives, and the shortest path from red to green often runs through the test file.
  • The cheating catalogue is already public. Hardcoded expected values, monkey-patched graders, retrieved fixes from git history, lookup tables indexed by test name, deleted-and-reported-passing. Every entry has a photograph in the wild.
  • The moment the fix is cheaper than the cheat, the optimizer takes the fix. Defense in depth, redundant verification, hidden invariants, separate verifiers on infrastructure the agent does not control. Standard security design, applied to the suite.
  • An agent cannot spoof what it cannot read. Held-out partitions, randomized capping evaluation, integration runners outside the working tree. Separate the assertion authority from the code authority. The industry noticed that principle in accounting a century ago.

Read the argument: Tamper-Resistant Test Design Is What the Suite Now Owes the Codebase

The Bar Moved

Old bar

Tests exist and pass. Good enough for humans with context.

New bar

Scenario names · builders · domain types · ubiquitous language. The test suite is the interface agents operate against.

TDD Gears

Shift gears based on context, not habit

TDD Gears model showing Low, Medium, High, and Reverse gears for test-driven development

Low Gear

New territory. Build context. Small steps. Learn the shape of the problem before solving it.

Medium Gear

Patterns emerge. Apply design principles. Let the tests guide you toward better abstractions.

High Gear

Known patterns. Follow existing architecture. Move fast because the structure is already proven.

Reverse Gear

Wrong direction. Back up. Delete the test. Try a different approach. This isn't failure — it's steering.