Individual skill

logistics-rules-to-optimization

Translate logistics and operations rules into optimization variables and constraints. Use when an operations problem describes vehicles, routes, depots, pickups, dropoffs, inventory, capacity, assignments, time windows, service targets, penalties, resource limits, or other business rules that need to become an optimization model.

tasks/bike-rebalance/environment/skills/logistics-rules-to-optimization/SKILL.md

Read pinned source

Source commit f860ecf02ef53412a030f8661c83d644b739ff01

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
No
Observed behavior
Network or broad shell
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
1,911
Repository last updated
Nov 4, 2026
License
Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Logistics Rules To Optimization

Use this skill when the problem statement gives operational rules in words and the agent must turn them into an optimization model.

The goal is not only routing. The same translation pattern applies to transportation, dispatch, rebalancing, warehouse moves, staffing, scheduling, assignment, capacity planning, production, and service-level problems.

## Rule Translation Workflow

1. List the entities.
   - Examples: vehicles, locations, depots, jobs, workers, machines, products, arcs, time periods.

2. Choose the decision state.
   - Binary variables for yes/no choices.
   - Integer variables for counts, loads, inventory, units moved.
Back to top