Set in the pot, not fixed at the stove
“Add a splash of milk” is really a ratio
The splash works because it hands the starch back some
of the water it needed. How much it needed was decided the night
before, by how the recipe was built.
More thickener → smoother:
recipes with more thickener read more sauce-stable to begin with,
measured across 235 reviews.
More milk or cream → reheats worse: recipes built with
a higher share of milk or cream in the base formula measure worse on
reheating, not better, across 97
reviews. Split the 117 recipes we hold into thirds by how much dairy they call for and the same pattern shows up in our own scores: the milkiest third reads measurably worse on reheat than the least milky third.
Those are two separate effects, not one combined ratio our model
computes, so we won't hand you a number that implies it does. What both
agree on is the shape of the fix: a sauce thin on thickener and heavy
on milk is the one most likely to need rescuing later, and the real fix
is upstream, in how much starch goes in relative to liquid, not in what
you stir back in after the fact. See which
of the six sauce routes already lean that way.