---
title: "Discussion on \"The Kiro CLI Flywheel: Teaching your AI agent from its own mistakes\" | Hashnode"
description: "Discussion on \"The Kiro CLI Flywheel: Teaching your AI agent from its own mistakes\". Every time you correct your AI coding agent, you're generating training data, but are you just throwing it away?\n\"You need to run CLI commands non-interactively.\" \"Try again but split it into smaller"
url: "https://hashnode.com/posts/the-kiro-cli-flywheel-teaching-your-ai-agent-from-its-own-mistakes/69ced21521e7d635061096cb"
---

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# [The Kiro CLI Flywheel: Teaching your AI agent from its own mistakes](https://blog.patrickjduffy.net/the-kiro-cli-flywheel-teaching-your-ai-agent-from-its-own-mistakes?utm_source=hashnode&utm_medium=feed)

Every time you correct your AI coding agent, you're generating training data, but are you just throwing it away? "You need to run CLI commands non-interactively." "Try again but split it into smaller

Apr 2 · 6 min read · blog.patrickjduffy.net  
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## Written by

[Patrick](https://hashnode.com/@PatrickJD)

@PatrickJD · Bay Area, CA

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

Sr. Solutions Architect @AWS | AI Agents, security, cloud architecture for commercial customers

Enterprise Solutions Architect @AWS. Writing about production-tested cloud patterns. Started with a Tandy 2000, still figuring things out.

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