---
title: "Discussion on \"AI coding needs better change detection, not louder scorecards\" | Hashnode"
description: "Discussion on \"AI coding needs better change detection, not louder scorecards\". The biggest number is not always the story"
url: "https://hashnode.com/posts/ai-coding-needs-better-change-detection-not-louder-scorecards/6a0dd200b1ed7bce01edd3ad"
---

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# [AI coding needs better change detection, not louder scorecards](https://darketype.hashnode.dev/ai-coding-needs-better-change-detection-not-louder-scorecards?utm_source=hashnode&utm_medium=feed)

The biggest number is not always the story

May 20 · 4 min read · darketype.hashnode.dev  
Updated Jun 15  
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## Written by

[Brett A McCall](https://hashnode.com/@bmccall17)

@bmccall17 · Asheville, USA

  
[View profile](https://hashnode.com/@bmccall17)

futurist, creative technologist, gamechanger, storyteller, #17, TEDster, geek, filmmaker...

For the past several years I built and ran Better Than Unicorns (immersive/XR collaboration). That meant I did the whole thing: prospected, sold, onboarded, set up accounts/devices, ran live sessions, troubleshot remotely, built enablement, monitored engagement, and turned feedback into product improvements. I am at my best in the messy middle where customers are excited… and the reality of rollout, behavior change, and technical friction shows up.

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