# From Vibe Coding to the AI Software Factory

DevFeed: [From Vibe Coding to the AI Software Factory](<https://devfeed.tech/articles/from-vibe-coding-to-the-ai-software-factory-37144.md>)

Original publisher: [Read original article](<https://seattledataguy.substack.com/p/from-vibe-coding-to-the-ai-software>)

Author: SeattleDataGuy

Published: 2026-08-26T22:10:01Z

Content type: opinion

Language: en

Sources: [SeattleDataGuy's Newsletter](<https://devfeed.tech/sources/seattledataguy-s-newsletter.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Vibe coding](<https://devfeed.tech/topics/vibe-coding.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Low-Code / Internal Tools](<https://devfeed.tech/topics/internal-tools.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [developers](<https://devfeed.tech/tags/developers.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [llms](<https://devfeed.tech/tags/llms.md>), [vibe-coding](<https://devfeed.tech/tags/vibe-coding.md>)

## AI overview

The article examines how engineering teams progress from using LLMs for code completion and isolated experiments toward standardized, repeatable systems for producing software with AI. It describes this progression as a spectrum of software-factory practices and argues that many companies remain at the stage of disconnected individual workbenches and one-off macros.

## Source excerpt

How I've Seen Engineering Teams Use LLMs Over The Past Few Years