---
title: "Discussion on \"Vibe Coding A Coding Harness\" | Hashnode"
description: "Discussion on \"Vibe Coding A Coding Harness\". I built atelier, a coding harness, with Claude Opus 4.7. Notes on architecture, model selection, GPU concurrency, and where the model struggled."
url: "https://hashnode.com/posts/vibe-coding-a-coding-harness/6a155afd7d85e6a1af59226c"
---

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# [Vibe Coding A Coding Harness](https://agentops.hashnode.dev/vibe-coding-a-coding-harness?utm_source=hashnode&utm_medium=feed)

I built atelier, a coding harness, with Claude Opus 4.7. Notes on architecture, model selection, GPU concurrency, and where the model struggled.

May 26 · 15 min read · agentops.hashnode.dev  
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[Chris Adkin](https://hashnode.com/@chrisadkin)

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