---
title: "Discussion on \"AI Can Write the First Draft. It Still Cannot Build Judgment.\" | Hashnode"
description: "Discussion on \"AI Can Write the First Draft. It Still Cannot Build Judgment.\". A production failure that passed every test, review, and deploy took two weeks to find. What judgment buys you that AI drafts cannot."
url: "https://hashnode.com/posts/ai-can-write-the-first-draft-it-still-cannot-build-judgment/6a6d3fedb54b443134aaceab"
---

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# [AI Can Write the First Draft. It Still Cannot Build Judgment.](https://pragmatic-engineer.hashnode.dev/ai-can-write-the-first-draft-it-still-cannot-build-judgment?utm_source=hashnode&utm_medium=feed)

A production failure that passed every test, review, and deploy took two weeks to find. What judgment buys you that AI drafts cannot.

Aug 1 · 11 min read · pragmatic-engineer.hashnode.dev  
Updated Oct 29  
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## Written by

[Debashish Ghosal](https://hashnode.com/@deghosal)

@deghosal · Seattle, USA

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

AI-Native Engineering Leader · 25 years in SDLC · Building production-grade agent systems with LangGraph, CrewAI, and circuit breakers · ex-Microsoft · WBD

Engineering leader with 25 years building CI/CD platforms, developer experience tooling, and cloud infrastructure at Warner Bros. Discovery, Microsoft, and Nordstrom. Currently building production-grade AI agent systems — circuit breakers, model routing, cost boundaries, and reliability patterns for LLM agent loops. Author of ai-loopguard, an open-source circuit breaker for agent loops.

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