Quantisation costs more on reasoning than on recall

Aggregate benchmark scores hide where quantisation hurts. Factual recall and short extraction survive four-bit quantisation with losses inside the noise band. Chained reasoning does not.

If your workload is retrieval-shaped, quantise aggressively. If it involves planning across several steps, measure the specific task before trading precision for memory.