# Beyond vibe coding: The five building blocks of AI-native engineering

DevFeed: [Beyond vibe coding: The five building blocks of AI-native engineering](<https://devfeed.tech/articles/beyond-vibe-coding-the-five-building-blocks-of-ai-native-engineering-57201.md>)

Original publisher: [Read original article](<https://www.thoughtworks.com/insights/blog/generative-ai/beyond-vibe-coding-the-five-building-blocks-of-aI-native-engineering>)

Author: Sunit Parekh

Published: 2026-03-18T00:00:00Z

Content type: article

Language: en

Sources: [Thoughtworks Insights](<https://devfeed.tech/sources/thoughtworks-insights.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Vibe coding](<https://devfeed.tech/topics/vibe-coding.md>), [Code](<https://devfeed.tech/topics/code.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [File Editing](<https://devfeed.tech/topics/file-editing.md>), [Refactoring](<https://devfeed.tech/topics/refactoring.md>), [test](<https://devfeed.tech/topics/test.md>), [Git](<https://devfeed.tech/topics/git.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automated-testing](<https://devfeed.tech/tags/automated-testing.md>), [blog](<https://devfeed.tech/tags/blog.md>), [build](<https://devfeed.tech/tags/build.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [file-editing](<https://devfeed.tech/tags/file-editing.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [git](<https://devfeed.tech/tags/git.md>), [vibe-coding](<https://devfeed.tech/tags/vibe-coding.md>)

## AI overview

This article presents five building blocks for AI-native engineering: an agent, a model, a development methodology, a specification, and context with guardrails. It describes how supervised agents can inspect files, run terminal commands, test and verify changes, edit multiple files, refactor code, and submit work for review.

## Source excerpt

Beyond vibe coding: The five building blocks of AI-native engineering