I will explain a bit about what causes the cracks in quenching fast hardening steels like W2, 1095, and other high carbon steels.
Most blade steel is not made to water quench. It has a fair amount on manganese - .over .35% - which increases hardenability. This quenches quite well in oil.
The Hitachi steels and others made to water quench have less than .3% manganese, and the very best, like tamahagane, has almost none. Low alloy content is very important in attaining n active hamon and avoiding cracks in a water/brine quench.
When the steel is heated above the A-1 point it becomes austenite ... which is very soft and rubbery. Upon the quench, if it passes the pearlite nose it stays austenite. The low alloy high carbon steels have to drop from austenitization to below 1000°F in less than .5 seconds. That takes the fastest of quenchants --- water/brine. The fastest oils will work, but don't create sori and the activity in a hamon of yaki-ire.
OK, the steel got past the pearlite nose in a water quench. So far, no problem.
When it reaches the martensitic start point (Ms), around 400°F, it converts to martensite rapidly. The conversion continues until the martensite finish point (Mf) ... usually around 200°F. Because the water quench does that in such a short time this creates extreme stress between hardened and unhardened areas and the blade can literally tear itself apart at it reaches the Mf.
By quenching in water to rapidly drop the temperature below the pearlite nose, and then quickly switching to oil you slow the cooling rate and the stress of the conversion. This is the purpose of a water-oil quench.