---
title: "Discussion on \"AI Governance in Production: How to Stop Agents from Overspending, Leaking Data, and Calling Tools They Shouldn't\" | Hashnode"
description: "Discussion on \"AI Governance in Production: How to Stop Agents from Overspending, Leaking Data, and Calling Tools They Shouldn't\". You have 10 different AI models, 15 custom agents, 8 external tools, and 0 visibility. Here's how to fix it.\n\nThe Problem: Distributed AI Chaos\nYour company is deploying AI everywhere:\n\nModels: OpenAI"
url: "https://hashnode.com/posts/ai-governance-in-production-how-to-stop-agents-from-overspending-leaking-data-and-calling-tools-they-shouldn-t/6a6cd62772e201723cbf3b1e"
---

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# [AI Governance in Production: How to Stop Agents from Overspending, Leaking Data, and Calling Tools They Shouldn't](https://sailokeshdevathi.hashnode.dev/ai-governance-in-production-how-to-stop-agents-from-overspending-leaking-data-and-calling-tools-they-shouldn-t?utm_source=hashnode&utm_medium=feed)

You have 10 different AI models, 15 custom agents, 8 external tools, and 0 visibility. Here's how to fix it. The Problem: Distributed AI Chaos Your company is deploying AI everywhere: Models: OpenAI

Jul 31 · 12 min read · sailokeshdevathi.hashnode.dev  
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## Written by

[Devathi Sai Lokesh](https://hashnode.com/@sailokesh8)

@sailokesh8 · Bangalore, India

  
[View profile](https://hashnode.com/@sailokesh8)

AI/ML • MLOps • LLMs | Production Engineering from the Real World

AI/ML & MLOps Engineer. I build production pipelines and LLM systems. Writing about real-world AI engineering.

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