You
How many months of expenses should be liquid?
ChatGPT
Three to six for a stable income, more for irregular work, and the number that matters is expenses rather than income. The common mistake is sizing it against salary, which inflates the target and delays the point where you stop worrying.
You
Anything that changes this at ten times the scale?
ChatGPT
At ten times the size the bottleneck moves from the operation itself to what it competes with: memory, locks and the people who have to run it. The approach stays, the batching gets smaller and the schedule matters more.