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Feature Flags Without the Tech Debt
Most feature flag systems calcify into permanent debt. Here's how flag types, clear ownership, expiry dates, and a cleanup workflow can prevent that.
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Most feature flag systems calcify into permanent debt. Here's how flag types, clear ownership, expiry dates, and a cleanup workflow can prevent that.

Evaluate LLM outputs the way you test code: build a gold set, pick metrics, run code and LLM-as-judge checks, and gate every deploy on a number. With current July 2026 tools.

Write unit tests that catch real bugs: name for behavior, use Arrange-Act-Assert, mock only boundaries, and skip brittle implementation-detail tests.