---
title: "Discussion on \"Building AI Agent Infrastructure: 3 Paths from Chaos to Scalable Systems\" | Hashnode"
description: "Discussion on \"Building AI Agent Infrastructure: 3 Paths from Chaos to Scalable Systems\". What we learned while helping a client transform a single AI monorepo into a structured ecosystem of agents, tools, and registries."
url: "https://hashnode.com/posts/building-ai-agent-infrastructure-3-paths-from-chaos-to-scalable-systems/68fd5408bb571850846ac865"
---

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Discussion

# [Building AI Agent Infrastructure: 3 Paths from Chaos to Scalable Systems](https://kapustinomm.hashnode.dev/building-ai-agent-infrastructure-3-paths-from-chaos-to-scalable-systems?utm_source=hashnode&utm_medium=feed)

What we learned while helping a client transform a single AI monorepo into a structured ecosystem of agents, tools, and registries.

Oct 25, 2025 · 10 min read · kapustinomm.hashnode.dev  
Updated Oct 27, 2025  
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-   [#llm-infrastructure](https://hashnode.com/tag/llm-infrastructure)
-   [#llm](https://hashnode.com/tag/llm)
-   [#agentops](https://hashnode.com/tag/agentops)

## Written by

[Mykhailo Kapustin](https://hashnode.com/@kapustinomm)

@kapustinomm

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

Co-Founder & CTO of ASRP (Advanced Scientific Research Projects & Association of Sleep Research Projects).

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