Coherence Engineering

📰 Medium · Machine Learning

Learn about Coherence Engineering, a new discipline that focuses on measuring and improving an organization's coherence to work effectively with AI

intermediate Published 12 Jul 2026

Action Steps

Define the concept of Coherence Engineering and its importance in AI adoption
Assess the current state of an organization's coherence using metrics and frameworks
Identify areas for improvement and develop a strategy for systematic enhancement
Implement Coherence Engineering practices to increase organizational coherence
Evaluate the impact of Coherence Engineering on AI deployment and organizational performance

Who Needs to Know This

Data scientists, AI engineers, and organizational leaders can benefit from understanding Coherence Engineering to improve their organization's ability to work with AI

Key Insight

💡 Coherence Engineering is crucial for organizations to work effectively with AI, as it enables them to measure and improve their internal coherence

Key Takeaways

Learn about Coherence Engineering, a new discipline that focuses on measuring and improving an organization's coherence to work effectively with AI

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Title: Coherence Engineering

URL Source: https://medium.com/@darren_83346/coherence-engineering-1d3e55e4393e?source=rss------machine_learning-5

Published Time: 2026-07-12T19:46:38Z

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# Coherence Engineering

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[Darren Swayne](https://medium.com/@darren_83346?source=post_page---byline--1d3e55e4393e---------------------------------------)

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4 min read

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Jul 12, 2026

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Why the Next Discipline of the AI Era May Be Engineering Organisations, Not Just Deploying Models

Artificial intelligence is changing how organisations work.

Almost every conversation about AI begins with the same question.

How do we use AI?

It’s the right question.

But it may not be the complete one.

As AI becomes embedded in every workflow, a second question begins to emerge.

How do we become an organisation that AI can reliably understand?

That is a fundamentally different challenge.

And I believe it requires a new discipline.

I call it Coherence Engineering.

Coherence Engineering is the discipline of measuring an organisation’s coherence and systematically improving it: measurement and movement, position by position.

This isn’t about replacing manag

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Coherence Engineering

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