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The test asserted strictly descending bits_per_channel across ALL levels, but q4_0 (4.0 bits) is a standard fallback that comes after turbo2 (1.5 bits) despite having more bits. These are different quantization schemes: TurboQuant vs standard GGUF. Fix: separate the assertion into two checks: 1. TurboQuant levels (turbo4 > turbo3 > turbo2) must have strictly descending bits_per_channel 2. Standard fallback(s) must come after all TurboQuant levels in the list