
Running Optimization Workloads on Kubernetes
It’s 7:15 on Tuesday morning. Your technicians are already rolling out with their trucks half-loaded, ready to get to work on some repair and maintenance work. But something is wrong with the scheduling system. It’s not showing today’s schedule. Every extra minute of delay is blowing up into a...
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Published on February 2, 2026

Why Sports Scheduling Is So Hard and How It Can Be Done Better
If you followed global soccer in 2025, it was hard to miss the scrutiny around how the sport is run. Headlines pointed to governance disputes and ticket pricing, but a deeper concern kept resurfacing: fairness and transparency in game scheduling. Debates around fixture congestion, unequal rest periods, and opaque...
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Published on January 23, 2026

AI Is A Tool, Not the Objective
3 Real-World Industry Use Case Examples 1. The Ship Builder A little over a year ago, I lost an opportunity to help a shipbuilder shorten the time it takes to deliver ships to the military. The potential ROI was substantial because the core problem, job shop scheduling, is a...
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Published on January 21, 2026 by Nevra Ledwon

Warehouse Task Planning Optimization with NVIDIA cuOpt
Executive Summary A global manufacturer partnered with SimpleRose to understand how intelligent planning and optimization could improve warehouse efficiency across capacity sizing, slotting, and daily task execution. SimpleRose developed a task-planning engine powered by NVIDIA cuOpt, designed for continuous re-optimization in a live environment. To validate its effectiveness, the POC...
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Published on December 4, 2025

Which LLM Builds the Best Optimization Model?
You do! When I asked seven different AI models to solve the same optimization problem, I got seven completely different answers. Every LLM produced something that looked like a model. But when I dug deeper, the differences were striking. Some models were mathematically infeasible. Others ran successfully but gave incorrect...
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Published on November 6, 2025 by Brian Schaefer

Part 4: Where GPUs Really Speed Up Optimization: Targeted Acceleration in Mathematical Solvers
GPUs have worn many hats. They’ve powered ultra-realistic video games, fueled the cryptocurrency mining boom, and, more recently, trained deep learning models with billions of parameters. But at SimpleRose, we’ve been asking a different question: where can GPUs make a practical difference in mathematical optimization? It turns out the...
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Published on October 20, 2025 by Brian Schaefer

Part 3: GPU Optimization Solvers: Why Non-Deterministic Approaches Solve Problems Faster
The Rose solver is like Chef Indeterminato making a peanut butter and jelly sandwich. If the peanut butter jar is in use, Chef Indeterminato doesn’t wait around—they spread the jelly first, then grab the peanut butter when it’s free. The sandwich gets made with no wasted time. Many other...
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Published on October 13, 2025 by Brian Schaefer

From Proof of Concept to Proof of Value: Building the Business Case for Optimization
Any company exploring an optimization or APS (advanced planning and scheduling) project quickly runs into the same problem: you need an ROI projection to get budget approval, but can you really know the real ROI before the system is actually built? Unfortunately this puts you in a Catch-22. This is...
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Published on October 9, 2025

Part 2: The Truth About GPU Optimization, Why “GPU Support” Isn’t Always What It Seems
In Part 1, we looked at why GPUs are so well suited to hard, time-sensitive optimization problems. But there’s an important caveat: not every solver can simply bolt a GPU on and expect breakthrough results. In Jensen Huang’s recent keynote at GTC Paris, he stated at the start of...
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Published on October 6, 2025

Part 1: How GPUs Are Impacting the Future of Optimization, And Where it Matters Most
Note: This article is the first in a four-part series on GPU acceleration for optimization. We’ll begin here at a high level, with a focus on why GPUs matter for business decision-making and where they can make the most impact. Later posts will go progressively deeper into the math,...
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Published on September 29, 2025

