AI Coding Agents: The Beginner's Guide to How They Work
A beginner's guide to AI coding agents: what they are, how they differ from autocomplete and chat, the main tools, and how to start using them safely.
What is Claude Code? A plain guide to Anthropic's terminal coding agent: what it does, how it works on your codebase, and how to start using it well.
Claude Code is Anthropic’s agentic coding tool. It runs in your terminal, reads your project, and can edit files, run commands, and work through multi-step programming tasks on its own. You sign in with a Claude account or use an API key, describe what you want, and it does the work while you watch and approve.
That makes it different from a chatbot that hands you code snippets to copy. Claude Code works directly inside your codebase.
At its core, Claude Code is an agent: a model that can take actions in a loop until a goal is reached. If you are new to the idea, our explainer on what an AI agent is covers the basics.
In practice, a typical session looks like this:
The key word is context. Because it can open and search your files, it doesn’t need you to paste everything into a chat window. It finds what it needs.
Claude Code tends to shine on tasks that require understanding how pieces of a project fit together:
Like any coding agent, it can be confidently wrong. It may misread a requirement, take a shortcut, or change more than you expected. The fix is not to avoid it, but to give it clear goals and checks it can run, and to review its work like you would review a colleague’s.
You don’t need to know the internals to use it, but a mental model helps.
This loop is what people mean by an agentic workflow. The model is not just generating text; it is acting and reacting.
Because it can run commands on your machine, Claude Code asks for permission before doing things that could have side effects. You can approve actions one at a time or allow certain kinds of actions in advance. Starting cautious is a good habit: let it read freely, but review edits and commands until you trust how it behaves on your project.
Getting started is straightforward. The exact install steps live in Anthropic’s official documentation, so check there for the current command. The general path looks like this:
If you want to go deeper on writing good instructions, read how to write a brief an AI coding agent can actually finish.
It is built for developers, but the audience is wider than that.
You still need to judge the result. The more you understand what “done” should look like, the better your outcomes.
Claude Code is one of several terminal coding agents. OpenAI has Codex, Google has the open-source Gemini CLI, and OpenCode is an open-source agent that can use many model providers. They share the same basic idea, with different models, defaults, and sign-in options.
| Tool | Made by | Sign in with |
|---|---|---|
| Claude Code | Anthropic | Claude account or API key |
| Codex | OpenAI | ChatGPT account or API key |
| Gemini CLI | Google account or API key |
For a fuller side-by-side, see Claude Code vs Codex vs Gemini CLI.
Once you are comfortable with a single agent, a natural next step is running several in parallel: one on the frontend, one on tests, one reviewing. That works, but coordinating them by hand across terminal windows gets messy quickly.
That is the problem BotQuarters is built for. It runs a small team of coding agents on your Mac, where a team lead splits your goal into tasks, assigns teammates (which can use Claude Code alongside other agents), reviews their work, and runs your project’s checks before anything is merged. You bring your own Claude account.
Claude Code itself is a tool from Anthropic, but using it requires access to Claude, either through a Claude account plan that includes it or through an API key that is billed by usage. Check Anthropic’s site for the current plans and what each includes.
Not strictly, but it helps a lot. You need to be comfortable opening a terminal and describing what you want clearly. Being able to read code, even roughly, makes it much easier to review the changes and catch mistakes.
It asks for permission before taking actions with side effects, and you control what it is allowed to do automatically. Good practice is to work in a project under version control, review edits, and avoid granting broad permissions until you trust its behavior on your project.
The chat app is a conversation: you paste code in and copy answers out. Claude Code works directly in your project, reading files, making edits, and running commands itself. It is built for doing the work, not just discussing it.
A beginner's guide to AI coding agents: what they are, how they differ from autocomplete and chat, the main tools, and how to start using them safely.
Claude Code vs Codex vs Gemini CLI: a fair comparison of strengths, sign-in, open source status, and workflows, plus why mixing them often works best.
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