In Baseball You Stack a Team. In Football You Stack a Throw.

I have had a baseball lineup optimizer running on this site since June. Pointing it at football looked like a small job — swap ten roster slots for nine, swap a $50,000 cap for a $60,000 one, done. That part took an afternoon. The part that took actual thought was NFL DFS stacking: baseball and football are correlated in completely different ways, and correlation is the whole game.

In baseball, the correlation is sequential. Batters score in a chain: a single sets up the double that drives him in. That is why my MLB optimizer has a constraint forcing four hitters from one team into consecutive batting-order spots — 3-4-5-6, not 2-5-7-9. In football there is no batting order. The correlation is simultaneous, and it is much sharper.

NFL Lineup Optimizer site and player pool screen showing DraftKings salary CSV upload
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How Route Optimization Algorithms Actually Work

People hear “route optimization algorithm” and picture something exotic — a black box, maybe a little AI magic. It isn’t. Underneath every routing tool, mine included, is a decades-old idea from combinatorial search, dressed up with a few tricks to make it fast enough to run in your browser instead of overnight on a mainframe. I’ve spent twenty-plus years building these models for real fleets, and the algorithm part is the least mysterious piece of the whole system. Here’s what’s actually happening when you click “optimize.”

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Do You Need a Route Optimization API?

Every so often someone emails me asking for a route optimization API — they want to hit an endpoint from their own app, get routes back as JSON, and skip the whole “upload a spreadsheet” workflow entirely. Fair ask. But before you go shopping for one, it’s worth understanding what you’re actually paying for, because “API” in this space covers everything from a thin wrapper around a free library to a genuinely expensive enterprise platform.

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Safe Withdrawal Rate by Age: Why 4% Isn’t One Number

The “4% rule” gets repeated like it’s one universal number, but the safe withdrawal rate by age isn’t actually flat — it moves depending on how long your money needs to last, which is another way of saying it depends heavily on your age when you start withdrawing. I built my own withdrawal calculator specifically because a flat percentage didn’t fit an early-retirement timeline, and the more I dug into the math, the more the “4%” felt like a rounding of something that should really be a curve.

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Dynamic Route Planning Software, Explained

“Dynamic route planning software” gets thrown around as a marketing word more than a technical one, and it’s worth pinning down what it actually means before you pay for it. I’ve built routing models for real operations for over twenty years, and the honest answer is: dynamic isn’t a feature you either have or don’t — it’s a spectrum, and most businesses searching for it don’t actually need the far end of it.

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