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Agentic Coding for beginners

Learn how to plan, build, and review software with Claude Code, Codex CLI and other similar tools

Agentic Coding for beginners
This book is 100% completeLast updated on 2026-09-02

Agentic coding is transforming how developers write software. Instead of relying on static code completion, you now collaborate with autonomous AI agents that plan, execute, and improve with you. Agentic Coding for Beginners introduces this new era of intelligent development through practical, tool-agnostic lessons. You’ll learn to plan, build, and review software with AI agents, using real, runnable code and real tools: Claude Code, Codex CLI, Copilot, Cursor, and agent harnesses such as Pi. You'll walk away knowing how to steer an agent well and catch it when it's wrong.

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About

About

About the Book

About This Book

Agentic coding is what happens when an AI system stops completing your next line and starts executing a plan: reading your codebase, running commands, testing its own output, and coming back with a result instead of a suggestion. This book teaches that shift from the ground up: what an agent actually is, how to talk to one, how to break a task down into something small enough for it to handle, and how to check its work before you trust it.

Who This Book Is For

You're learning to program and want to build with AI agents from day one, instead of learning "the old way" first and bolting agents on later. Or you already know how to code but haven't worked with an agent that plans and executes multi-step tasks on its own, and want real grounding in how that changes the job.

Either way, if you want to get past typing prompts into a chat window and into an actual working practice, planning tasks, reviewing an agent's output, choosing tools, building small multi-agent systems, this book is written for you. You should be comfortable reading code, even if you're still learning to write much of it yourself. Nothing here assumes you've used an AI coding tool before.

What You’ll Learn

You’ll explore the foundations and practice of agentic coding through examples, walkthroughs, and conceptual discussions:

This book teaches you to work inside that shift, from someone who has never touched an AI coding tool to someone who can plan a task, hand it to an agent, and know exactly what to check before trusting what comes back.

You build real, runnable projects: a document summarizer and a retrieval-augmented FAQ agent against the Anthropic and OpenAI SDKs directly, then a small multi-agent pipeline where a planner, a writer, and a reviewer each run as a separate model call. Along the way you work with Claude Code, OpenAI's Codex CLI, GitHub Copilot, Cursor, and Pi, a minimal open-source agent short enough to read start to finish.

The book is honest about what changes fast and what doesn't. Specific tools, prices, and benchmark standings sit in dated callouts. What's built to last is the practice: decomposing a task, writing a requirements contract, reviewing an agent's output critically, and catching its mistakes before they ship, skills that carry over to whatever tool you're using two years from now.

Part I builds the mental model. Part II turns it into a practice, planning, tool use, memory, and your first working agents. Part III covers the patterns production teams actually run, including a chapter that tells you plainly when you're reading ahead of where you need to be yet.

Remember, Agentic coding doesn't replace all your engineering tasks, treat it as a assistive tool to make your life easy.

Why It Belongs on Leanpub

Leanpub’s iterative publishing model aligns perfectly with the spirit of agentic development. Every specific tool, price, and benchmark number in this book sits in a dated callout for a reason: this space moves faster than any print run. Leanpub's update model is what makes that honesty practical instead of theoretical, buy once, and future updates catch you up on what actually changed instead of leaving you with a book that quietly went stale.

How to Read This Book

Read it front to back if you're starting from zero. Jump to the chapter you need if you already have the basics down.

Open your editor, pick a real task, and put what's in this book to work on it. That's the only way any of it becomes a habit instead of a summary you read once.

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Author

About the Author

Wasi

Senior Software Engineer who possesses a wealth of experience in applying Engineering methodologies, Web Automation, Bots, and Scrapers to solve complex problems. With a demonstrated track record of providing exemplary service, he has helped numerous clients on various freelance platforms as a Top Rated Professional.

In addition, he established an agency that focuses primarily on delivering cutting-edge automation tools and technologies, web applications, and exceptional data mining and analysis services to its clients. His expertise has helped clients achieve their goals, and he has also contributed significantly to mentorship programs where he has imparted his knowledge and expertise to young talents.

Follow him on:

LinkedIn | Website | Twitter

Contents

Table of Contents

Preface

Who this book is for

Who this book is not for

What you’ll need

Part I: foundations

Introduction

What is agentic coding?

How agentic coding works

  1. 1. Intent
  2. 2. Interpretation
  3. 3. Generation
  4. 4. Validation

Communicating with agents

  1. 1. From conversation to collaboration
  2. 2. The role of context
  3. 3. Structure over style
  4. 4. Iteration, not expectation
  5. 5. Common communication mistakes

Setting up your agentic environment

  1. 1. Choosing the right editor
  2. 2. Installing AI coding tools
  3. 3. Configuring a secure workspace
  4. 4. Preparing your language environment
  5. 5. Testing your setup

Part II: building the practice

Planning and decomposing tasks

  1. 1. Understanding task decomposition
  2. 2. Hierarchical planning
  3. 3. Using agents for task decomposition
  4. 4. Iterative task execution
  5. 5. Benefits of structured planning

Tool use and external interaction

  1. 1. Understanding tools as executors
  2. 2. Connecting agents to tools
  3. 3. The standard way: Model Context Protocol (MCP)
  4. 4. Essential coding tools
  5. 5. Best practices for tool interaction
  6. 6. Real-world example

Observation and reflection

  1. 1. Closing the feedback loop
  2. 2. Structured self-correction
  3. 3. Observing tool outputs
  4. 4. Learning from iteration
  5. 5. A worked example: catching a silent bug

Memory, context, and RAG implementation

  1. 1. The context window challenge
  2. 2. Scaling memory with persistent storage
  3. 3. Retrieval-augmented generation (RAG)
  4. 4. Matching model cost to task difficulty

Selecting the right agentic framework

  1. 1. Low-code entry points
  2. 2. Advanced and customizable frameworks

The requirements contract

  1. 1. Defining the requirements contract
  2. 2. Advanced prompt engineering for agentic tasks

Autonomous execution and recovery

  1. 1. Executing code safely
  2. 2. Mandatory self-verification
  3. 3. Error diagnosis and resilience architecture

Governance and human-in-the-loop (HITL) oversight

  1. 1. The human-in-the-loop role
  2. 2. Security best practices against adversarial threats
  3. 3. Sandboxing execution

Hands-on Project I: simple agent development (Python)

  1. 1. Document summarizer agent
  2. 2. FAQ answering agent with RAG
  3. 3. Integrating external tools in Python

Hands-on Project II: a small multi-agent build

Part III: production patterns

Hands-on Project III: designing multi-agent systems (CrewAI/LangGraph)

  1. 1. Choosing the right architecture: single vs. multi-agent
  2. 2. Collaborative code review workflow
  3. 3. LLM orchestrator vs. deterministic workflows

Advanced agentic workflow techniques

  1. 1. Improving through constructionist learning
  2. 2. The system prompt as an orchestrator

Scaling, trust, and technical gaps

  1. 1. Toolchain and language incompatibility
  2. 2. Inadequate evaluation and benchmarking
  3. 3. Safety, alignment, and trust

Conclusion

  1. 1. Summary of agentic mastery
  2. 2. Continuing the learning journey
  3. 3. What agentic coding doesn’t replace
  4. 4. Final thoughts

Glossary

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