Prompt Engineering
Learn how to write clear instructions, provide context, control output style, and improve AI results.
Learn how to use AI tools effectively, write better prompts, connect AI APIs, and design practical AI-powered workflows for content, business, development, and automation.
AI Workflow Pattern
Prompt to Action
User Input
Step 1
Prompt
Step 2
AI Model
Step 3
Safety Check
Step 4
Structured Output
Step 5
Workflow Action
Step 6
AI tools are more powerful when you understand how to guide them, connect them, and use them safely inside real workflows.
Learn how to write clear instructions, provide context, control output style, and improve AI results.
Understand how apps connect to AI models using secure server-side API calls.
Combine prompts, tools, data, review steps, and automation into repeatable systems.
Use AI without exposing secrets, private data, API keys, or sensitive business information.
Curriculum
順番に学ぶことも、必要なトピックへ直接進むこともできます。
AI ツールとは何か、どのように回答を生成するか、実務でどこに役立つかを学びます。
より明確で有用、一貫した結果を得るためのプロンプト作成を学びます。
文章、計画、コーディング、調査、デザイン、ビジネスワークフローで使える再利用可能なプロンプトパターンを学びます。
速度、コスト、推論、コーディング、文章作成、自動化に合わせた AI モデル選択を学びます。
アプリが API 経由で AI モデルへプロンプトを送り、構造化レスポンスを受け取る仕組みを学びます。
AI に JSON、表、チェックリスト、スキーマ、ワークフロー向け出力を返させる方法を学びます。
AI を一回限りのチャットではなく、大きなシステム内の一ステップとして設計する方法を学びます。
コンテンツ案、SNS 投稿、メール下書き、SEO アウトライン、動画台本、再利用に AI を使う方法を学びます。
要約、分類、翻訳、書き換え、抽出、ルーティングのためにワークフロー内で AI を使う方法を学びます。
API キー、個人データ、機密性の高い業務内容を漏らさずに AI ツールを使う方法を学びます。
Practice turning vague requests into clear, useful prompts. This lab is static and does not run AI calls.
Weak prompt
Write about AI.
Better prompt
Write a 700-word article for small business owners explaining how AI can save time in daily operations. Use simple language, practical examples, and a clear checklist at the end.
Specific task, audience, length, style, and output structure improve the result.
Weak prompt
Make this better.
Better prompt
Rewrite this product description for a SaaS landing page. Keep it professional, clear, and conversion-focused. Do not change the main meaning.
AI needs context about the content, goal, and target format.
Weak prompt
Give me ideas.
Better prompt
Give me 10 automation workflow ideas in a markdown table with columns: Use Case, Trigger, AI Step, Action, Business Value.
Output format reduces cleanup work.
Better prompt
Review this workflow plan. Find missing steps, security risks, cost risks, and unclear user actions. Return the result as a checklist.
AI is useful for review, not only generation.
Better prompt
You are helping me create [content type] for [audience]. The goal is [goal]. Use [tone]. Include [required sections]. Avoid [things to avoid]. Return the result in [format].
Prompt templates help teams get consistent results.
A way for software systems to talk to each other.
The AI engine that receives input and generates output.
The instruction sent to the model.
A higher-level instruction that controls behavior, style, or rules.
The amount of text or data sent into the model.
The amount of text generated by the model.
A setting that controls how creative or consistent the output may be.
A way to ask the model to return predictable data.
A limit on how many requests can be sent in a period of time.
A backup model used when the first model fails or is too slow.
A backend layer that protects API keys, tracks usage, and routes requests to model providers.
Security
Keep provider keys and private data behind your backend or AI gateway. The public interface should never call AI providers directly with secret credentials.
Frontend UI
Your Backend / AI Gateway
AI Provider API
Backend validates result
Frontend displays safe output
Correct pattern: the browser talks to your backend, your backend protects keys and calls the AI provider, then the backend validates the result before returning safe output.
AI skills connect across writing, automation, app building, and visual design inside the ThutaTech Ecosystem.
Use AI steps inside workflows for summarizing, classifying, extracting, routing, and review.
ExploreUse AI to plan app ideas, shape user flows, and generate web or mobile project structure.
ExploreTurn AI-assisted ideas into visual assets, documents, social graphics, and presentations.
ExploreStart with prompt fundamentals, then connect AI APIs, structured output, safety checks, and ThutaTech tools into repeatable systems.