IT and tech

Junior developer

Changing

Breaking into the profession has gotten harder: the simple tasks beginners used to learn on are increasingly done by AI. The odds are better for people who learn alongside AI but understand every line they submit.

  • 6 lessons
  • 4 tools
  • 3 resources
  • Checked: October 2026

Where this job sits on the map

In the same group: 78 of 100 professions.

What changes

  1. Tasks like "turn a finished spec into code" are shrinking: agents are taking them.

  2. Beginners are expected to work with AI tools and check their output.

  3. Learning has gotten easier: AI will explain an error or someone else's code at any hour.

AI drafts, the person decides

How the work splits here: AI prepares a draft, the person checks it and makes the call.

AI makes the draft

What AI does

  • Explains an error and suggests a fix
  • Walks through unfamiliar code line by line
  • Sets practice problems and checks the solution
  • Writes a draft of a function that the beginner then refines
You check itRead it, check the facts, fix it. Without this check the draft goes nowhere.
You decide and stay responsible

What stays with the person

  • Understanding what the code does: without it you can't check what was generated
  • Teamwork: questions, code review, agreements
  • Responsibility for what you push to the shared project

What to learn first

6 lessons from the course, in order. Start with the first one.

  1. Your first 30 minutes with AI: where to startStarting from zeroYour first 30 minutes with AI: sign up, ask three questions, try seven everyday tasks, learn what never to share and which plan to pick.Start here
  2. How to write a good promptUserHow to give AI a task: the five parts of a good prompt, Plan Mode, and how to refine an answer instead of starting over.
  3. The Default Shift: an AI mindset for your workUserThe Default Shift: making AI your first helper, the 30% rule, and the risk of code you don't understand.
  4. Installation and setup: VS Code, Claude Code, first launchBuilderInstall VS Code and Claude Code, sign in, pick a plan and have your first conversation with the agent.
  5. Build your first AI workflow live: newsletter automationBuilderYour first workflow from scratch: a news newsletter built with Perplexity, Claude and Gmail, with a human check before sending.
  6. Debugging and Self-RepairConfident userWhat to do when a workflow breaks: describe the symptom to the agent and let it find and fix the cause.

Which tools to use

  • An AI assistant for long documents, analysis and code, with Claude Code and Cowork on paid plans.

    Freemium
  • A cloud workspace with an agent: describe an app and it writes, runs and publishes it.

    Freemium
  • A VS Code-based code editor with AI agents, a free Hobby plan and Pro at $20 a month.

    Freemium
  • GitHub's AI assistant in your IDE and on GitHub, with chat, an agent, code review and a free plan.

    Freemium

Ready-to-use materials

  • Any topic or term in plain words: the gist, an analogy from your field, an example and common misconceptions.

    Free
  • Assess the risk, spot the signs of a made-up answer and run a 5-minute check before you act on what AI says.

    Free

How to earn with AI

We don't promise income: results depend on your niche, your market and your work.

  • Job

    In interviews, show not only your code but how you work with an agent: you set the task, check the result and fix it.

  • Service

    Small websites and automations for friends and local businesses: that's how you build a portfolio of real work.

  • Product

    A learning project taken all the way to publication: a small web app or chatbot that at least a few people actually use.

Similar professions

Checked: October 2026