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All twelve
Proposed by PIG-DemoRank 6 of 12In the first set

Logistics Load & Reroute

Who it is for

VP of Transportation

Cost per load and on-time delivery move in opposite directions, and my planners choose between them every hour without writing down why.

The question in the room before anyone opens a laptop.

The task

Build the day’s load plan from the order book, then reroute it live when a driver runs out of hours and a dock appointment slips.

The reward

Pays landed cost per load and on-time-in-full against the receiver’s appointment window. Both, together, because either one alone is trivially gamed.

The counterweight

Hours-of-service, weight and appointment windows are hard constraints. A cheaper plan that puts a driver over their clock is not a cheaper plan; that leg scores zero and the saving disappears with it.

The counterweight is the part worth arguing about. A reward with nothing pulling against it is a target, and a target is what a model learns to hit instead of doing the job.

What exists today

Nothing. There is no environment for this vertical, no recorded run, and no number. It is a proposal, written to the same shape as the one that is built so you can judge it on the same terms.

The environment that does exist is Word Five. It is a word game, and it is deliberately not one of these twelve: it is there to show the machinery, not to imply we have built yours.