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Optimizing AI Agent Planning with Operations Research and Data Science

Towards Data Science Destin Gong May 20, 2026
Optimizing AI Agent Planning with Operations Research and Data Science
AI Summary— plain English for professionals

# AI Agents Are Getting Too Expensive—Here's How to Fix It AI agents can rack up costs quickly, but companies can use proven mathematical optimization techniques to cut spending and allocate resources smarter. The approach treats real business problems—like deciding which tasks each agent should handle, how to spread work across your team, and staying within budget—as mathematical puzzles that software can solve efficiently. Rather than guessing, you get data-backed plans that save money while keeping your AI system running smoothly.

AI agents can quickly become expensive without a clear strategy for planning, skill coverage, and budgets. This article shows how to use operations research and data science to optimize AI agent cost and resource allocation. You will learn how to frame common agent problems—skill coverage, project a

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