# How AI Coding Tools Are Raising Expectations for Junior Backend Developers

DevFeed: [How AI Coding Tools Are Raising Expectations for Junior Backend Developers](<https://devfeed.tech/articles/the-bar-for-junior-developers-has-never-been-higher-28991.md>)

Original publisher: [Read original article](<https://codingwithroby.substack.com/p/the-bar-for-junior-developers-has>)

Author: Eric Roby

Published: 2026-03-17T12:02:13Z

Content type: opinion

Language: en

Sources: [Eric Roby](<https://devfeed.tech/sources/eric-roby.md>)

Topics: [Back end](<https://devfeed.tech/topics/backend.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [CRUD](<https://devfeed.tech/topics/crud.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [agentic-coding](<https://devfeed.tech/tags/agentic-coding.md>), [ai](<https://devfeed.tech/tags/ai.md>), [aws](<https://devfeed.tech/tags/aws.md>), [backend](<https://devfeed.tech/tags/backend.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [crud](<https://devfeed.tech/tags/crud.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [docker](<https://devfeed.tech/tags/docker.md>), [junior-developers](<https://devfeed.tech/tags/junior-developers.md>), [kafka](<https://devfeed.tech/tags/kafka.md>)

## AI overview

The article argues that AI coding tools are raising the expectations for junior backend developers. Basic CRUD implementation is becoming less distinctive, while employers may increasingly expect knowledge of systems such as Kafka, containerization with Docker, and deployment on AWS. It also emphasizes that developers still need to understand the fundamentals and the code AI produces.

## Source excerpt

So why is it harder to get in?