アシスタントからエージェントへ
AIが答えるだけでなく行動するときについて学びます。
「アシスタントからエージェントへ」はCoddyKit上の無料Vibe Codingレッスンです。 これはレッスン1/4です。 下記で完全なレッスンを無料で読むことができます。その後、ブラウザ内の組み込みコードエディタと24時間対応のAIチューターでハンズオン演習できます。 これはVibe Coding学習パスの一部であり、ウェブとCoddyKitアプリ全体で進捗が同期されます。 Vibe Codingコースには全4レッスンが含まれています。
このレッスンの一部はまだ翻訳されておらず、英語で表示されています。
When AI Stops Talking and Starts Doing
So far you've used AI like a chat partner: you ask, it answers, you copy the code. That's an assistant.
An agent is different. You give it a goal, and it acts on its own: it reads files, runs commands, checks results, and keeps going until the job is done. You're no longer the one pasting everything.
This lesson is about that leap: from AI that answers to AI that does the work.
Assistant vs Agent
The simplest way to feel the difference:
- Assistant: "Here's the code for a login form" — you take it from there.
- Agent: "I created
login.html, wired up the form, ran the app, and it works." — it did the steps.
Tools like Claude Code and Cursor's agent mode are agentic: they touch your real project files, not just a chat box.
The Agent Loop
Under the hood, an agent runs a simple loop: think → act → observe → repeat.
It plans a step, takes an action (edit a file, run a command), looks at what happened, then decides the next step. It keeps looping until your goal is met or it gets stuck.
Here's that loop sketched as JavaScript pseudo-code so you can picture it:
function agentLoop(goal) {
let done = false;
while (!done) {
const plan = think(goal); // decide next step
const result = act(plan); // edit file / run command
done = check(result, goal); // is the goal met?
}
return "Goal reached!";
}
console.log("An agent repeats: think, act, observe.");What a Goal Looks Like
You don't micromanage an agent. You hand it an outcome and let it figure out the steps.
Compare a single instruction to an agent goal: the goal describes the finished result, not each keystroke.
Goal for an agent (paste into Claude Code or Cursor agent mode):
"Add a dark mode toggle to my website. Create a button in the top
right, switch the page between light and dark colors when clicked,
and remember the choice when the user comes back. Test it works
before you finish."Agents Use Your Real Project
The big shift: an agent works inside your actual files. It can open index.html, find your CSS, add new code, and save — all without you copy-pasting.
That's powerful and a little scary. It means the agent can change a lot at once, so you'll learn to review what it did (and you'll cover safety in the last lesson of this course).
Agents Can Run Things
Beyond editing files, agents can run commands: start your app, install a package, or run tests. Then they read the output and react.
If a command fails, a good agent notices the error and fixes it — no need for you to copy the red text into chat. This is why agents feel like a teammate, not a tool.
Example agent goal that involves running things:
"Install the dependencies for this project, start the dev server,
open the homepage, and tell me if there are any errors in the
console. If there are, fix them and run it again."Watching an Agent Work
When you run an agent in Claude Code or Cursor, you'll see it narrate its steps: "Reading file... editing... running... done."
This is your window into its thinking. Read it! If it heads in the wrong direction, you can stop it and steer. You stay the pilot; the agent just flies the plane for the boring parts.
Approve Before It Acts
Most agent tools ask for permission before doing something risky — like deleting files or running an unknown command. They show you the action and wait for a yes.
Treat every approval as a real decision. "Allow once" for normal edits is fine; pause and read carefully before approving anything that removes or overwrites a lot.
Good Tasks for an Agent
Agents shine on tasks with many small, mechanical steps:
- Renaming something across many files
- Adding a feature that touches several places
- Fixing a bug, running the app, confirming it's gone
- Setting up a new project from scratch
For a one-line question ("what does this function do?"), a plain assistant chat is faster. Match the mode to the job.
You Set the Goal, AI Walks the Path
Here's the mindset to carry forward: you own the goal and the judgment; the agent owns the legwork.
You decide what success looks like and check the result. The agent handles the how — the dozens of little steps in between. That partnership is the heart of vibe coding at the next level.
Try this framing for any agent request:
GOAL: what the finished result should be
CONTEXT: which project / files it should work in
DONE WHEN: how the agent knows it succeeded
Fill those three in and you've written a great agent task.Your First Agent Mindset
Before the quiz, picture it: instead of asking "how do I add a contact form?" and copying code, you say "Add a working contact form to my site and confirm it submits."
Same idea, totally different workflow. The agent reads your project, builds it, tests it, and reports back. You review and approve. That's agentic building.
Quick Check
Let's make sure the assistant-vs-agent difference clicked.
Recap: From Answering to Acting
You've made the leap in mindset:
- An assistant answers; an agent acts on a goal.
- Agents run a think → act → observe loop on your real files.
- You hand over a goal (and a "done when"), not every step.
- Watch and approve — you stay the pilot.
- Tools like Claude Code and Cursor agent mode make this real.
Next up: giving your agent tools so it can reach the web, files, and code.
よくある質問
「アシスタントからエージェントへ」レッスンは無料ですか?
はい。「アシスタントからエージェントへ」の完全なテキストはこのウェブで無料で読めます。インタラクティブに演習し(組み込みコードエディタと24時間対応のAIチューター)、Vibe Codingコースの残りをアンロックするには、CoddyKit PROにアップグレードしてください。 Vibe Codingコースには全4レッスンが含まれています。
「アシスタントからエージェントへ」で何を学びますか?
AIが答えるだけでなく行動するときについて学びます。 ブラウザで直接実行するハンズオンコードでVibe Codingを演習し、24時間対応のAIチューターがレッスンを進める中での質問に答えます。
Vibe Codingを始めるのに経験は必要ですか?
事前経験は必要ありません。CoddyKitのVibe Codingは初級者から上級者向けに構成されているため、ここから始めるか最初から始めて、自分のペースで進むことができます。 これはレッスン1/4です。
「アシスタントからエージェントへ」レッスンにはどのくらい時間がかかりますか?
ほとんどのCoddyKitレッスンは約5~10分かかります。各レッスンはコンパクトでインタラクティブなので、着実に進歩し、ウェブとアプリ全体で正確に前回の場所から再開できます。
このVibe Codingレッスンでコードを書いて実行できますか?
はい。すべてのVibe Codingレッスンに組み込みコードエディタが含まれているため、ブラウザでリアルコードを書いて実行し、即座のAIフィードバックを取得できます。ローカル設定は不要です。
このコースのすべてのレッスン
- アシスタントからエージェントへ
- エージェントにツールを与える
- 複数ステップのタスク自動化
- エージェントを安全に保つ