---
title: "Discussion on \"Why I’m building an orchestration engine in public\" | Hashnode"
description: "Discussion on \"Why I’m building an orchestration engine in public\". AI adoption is outrunning accountability. Here’s what I’m building about it."
url: "https://hashnode.com/posts/why-i-m-building-an-orchestration-engine-in-public/6af8e4010898ed1c7f530e94"
---

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Discussion

# [Why I’m building an orchestration engine in public](https://blog.jdcollins.io/why-i-m-building-an-orchestration-engine-in-public?utm_source=hashnode&utm_medium=feed)

AI adoption is outrunning accountability. Here’s what I’m building about it.

1h ago · 6 min read · blog.jdcollins.io  
Read the article

-   [#ai](https://hashnode.com/tag/ai)
-   [#build-in-public](https://hashnode.com/tag/build-in-public)
-   [#software-architecture](https://hashnode.com/tag/software-architecture)
-   [#postgresql](https://hashnode.com/tag/postgresql)
-   [#typescript](https://hashnode.com/tag/typescript)

## Written by

[Jason Collins](https://hashnode.com/@jdcollins)

@jdcollins · Macomb, MI

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

Analytics and AI leader building governed AI orchestration in public.

I lead analytics and a growing portfolio of enterprise AI work, where I’ve learned that the hard part of AI isn’t the model. It’s accountability: who approved what, what an agent was allowed to do, and how you prove it. I’m building Canonik in public, a neutral orchestration engine for work done by people, AI agents, and systems, and writing here about the decisions behind it.

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