- Replace hardcoded [60, 1100] Hz bounds with Nyquist-based validation (0, 22050) - Rename TestNumLayersMatchesAllClasses to TestClassFreqConfigsMatchAllClasses - Remove duplicate TestClassFreqConfigsComplete (subset of TestAllClassesHaveConfig) - All tests green