---
title: "Discussion on \"Madrigal's \"Failures as Eval Suites\" Pattern and How Flow Already Provides the Infrastructure\" | Hashnode"
description: "Discussion on \"Madrigal's \"Failures as Eval Suites\" Pattern and How Flow Already Provides the Infrastructure\". Madrigal Pharmaceuticals turned production failures into their evaluation pipeline. They built this custom on LangSmith. Flow gives you the same feedback loop as infrastructure."
url: "https://hashnode.com/posts/failures-as-eval-suites-madrigal/69faf9bc50ecad4533efde79"
---

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# [Madrigal's "Failures as Eval Suites" Pattern and How Flow Already Provides the Infrastructure](https://blog.rynko.dev/failures-as-eval-suites-madrigal?utm_source=hashnode&utm_medium=feed)

Madrigal Pharmaceuticals turned production failures into their evaluation pipeline. They built this custom on LangSmith. Flow gives you the same feedback loop as infrastructure.

May 6 · 8 min read · blog.rynko.dev  
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## Written by

[Rynko Dev](https://hashnode.com/@rynko-dev)

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