Personal-Finance

The 4% rule is a single number from a black box. Here's what happened when we applied normal infrastructure-engineering instincts — validate against known benchmarks, make the methodology inspectable, self-host the thing — to the math behind safe withdrawal rates, and the open-source tool that came out of it.