AIHero
    AI Coding for Real Engineers
    Cohort-based Course

    AI Coding for Real Engineers

    A two-week cohort for developers who want to use AI coding tools on real production-style work: context gathering, planning, steering, feedback loops, AFK agents, and human-in-the-loop review.

    Matt Pocock
    Matt Pocock

    A well-regarded expert developer known for his ability to demystify complex concepts.

    AI Coding for Real Engineers

    Most devs start AI coding the wrong way

    They open a chat box, paste a vague task, and hope the model figures it out.

    That works for toy changes. It falls apart when the codebase is real, the work spans files, and the result needs to survive review.

    AI coding is not just prompting. It is engineering with a new teammate that needs context, constraints, checks, and a workflow.

    First step: Analyze like an engineer

    Before you ask an agent to change code, you need to understand the system around the change.

    You need to know what matters, where the seams are, what can break, and how you will know the work is done.

    That means using AI to explore the codebase, ask better questions, map the relevant files, and turn a fuzzy request into a task the agent can actually execute.

    Second step: Steer like an engineer

    The best AI coding work is not a giant one-shot prompt.

    It is a loop:

    • give the agent a clear task
    • constrain the scope
    • let it work
    • inspect what changed
    • run checks
    • feed the result back in
    • repeat until the work is real

    This course teaches that loop directly. You will learn how to make agents useful without handing them the keys to wreck your codebase.

    Now: Learn AI coding like a real engineer

    AI Coding for Real Engineers is a two-week cohort for developers who want to use AI coding tools on real production-style work.

    We will use Claude Code heavily, but the point is bigger than one tool. You will learn workflows that transfer across coding agents: context gathering, planning, steering, feedback loops, autonomous runs, and human-in-the-loop review.

    Join AI Coding for Real Engineers starting Monday June 1

    You will get a structured set of lessons, exercises, a real project repo, live office hours, and recordings you can keep.

    Each week unlocks a set of practical modules. You can follow along live, work async, or catch up when your schedule allows.

    Full Schedule: What you'll be learning, doing, and building each week

    Each Monday, you will get access to that week's lessons. You can rip through the material, revisit lessons as needed, and bring questions to office hours.

    Pre-course: Getting to Know Claude Code

    Before the cohort starts, you will get pre-course lessons that help you get comfortable with Claude Code and the course workflow.

    If you are brand new to Claude Code, this gets you oriented. If you already use it, this gives you a clean baseline for the exercises.

    Week 1: Fundamentals, Steering, and Planning

    Week 1 is about making the agent understand the work before it touches the code.

    You will learn how to:

    • explore a codebase with AI
    • find the files that matter
    • write better task briefs and PRDs
    • use steering docs and project context
    • turn vague ideas into executable plans
    • work in small loops instead of giant prompts

    Week 2: Feedback Loops, AFK Agents, and Human-in-the-Loop Patterns

    Week 2 is about getting useful work out of coding agents while keeping engineering judgment in the loop.

    You will learn how to:

    • build feedback loops with tests, types, and runtime checks
    • run agents against real tasks
    • review and recover from bad agent work
    • decide what can run AFK and what needs supervision
    • use human-in-the-loop workflows for quality and taste

    Your future with AI coding is inside

    The goal is not to make you dependent on a specific tool.

    The goal is to help you build judgment and workflow.

    You will leave with a practical way to use agents on real code: planning, execution, validation, review, and iteration.

    Learn on your schedule, from anywhere

    The cohort is designed for async participation.

    Office hours are live on YouTube, recorded, and available afterward. If the live times do not work for you, you can still follow the course and keep the recordings.

    What's included

    • Two weeks of structured cohort lessons
    • A real project repo for the exercises
    • Pre-course setup lessons
    • Live YouTube office hours
    • Office hours recordings and transcripts
    • Discord access for cohort discussion
    • Lifetime access to the material from this cohort run

    Frequently Asked Questions

    Which Claude plan do I need?

    You should have access to Claude Code. The course uses Claude Code heavily, and the pre-course material helps you get set up.

    Can I use a different AI coding tool?

    Yes, but Claude Code is the main tool used in the lessons. The workflows transfer, but if you use another tool you may need to translate some steps yourself.

    Do I keep access forever?

    Yes. Once you purchase the cohort, you keep access to the lessons, exercises, recordings, transcripts, and office hours recordings for this cohort run.

    What if I can't attend live or have timezone conflicts?

    That is fine. Office hours are recorded, and the course is designed so you can work through it async.

    What's your refund policy?

    If you buy the cohort and it is not a fit, contact support and we will help.

    More questions?

    Email support and we will point you in the right direction.

    Contents

      1. Where Were Going
      2. Navigating The Discord
      3. Repo Setup
      4. Database Migrations
      5. Setting Up Claude For The Course
      6. How To Take This Course
      7. Office Hours
      1. Intro
      2. Managing Your Claude Code Session
      3. Prompting In The Terminal
      4. Claude And Your IDE
      5. Going Forwards And Backwards In Time
      6. Running Bash Commands
      7. Permissions
      1. The Constraints Of LLMs
      2. What Are Subagents
      3. Codebase Exploration
      4. Build A Feature
      5. Non Determinism
      6. Showing Context In The Status Line
      7. Why Plan Mode Sucks
      8. The Grill Execute Clear Loop
      9. Compaction
      10. Handing Off
      1. What Is An Agents MD File
      2. Steering An Agent With The Agents MD File
      3. Progressive Disclosure
      4. What Are Agent Skills
      5. Using Skills For Steering
      6. Automatic Memory
      1. How To Tackle Massive Tasks
      2. Write Great PRDs With This Skill
      3. Split Features Across Multiple Context Windows With Multi Phase Plans
      4. What Are Tracer Bullets
      5. Use Tracer Bullets In Our Multi Phase Plan
      6. Executing Our Multi Phase Plan
      7. Ask User Question
      1. Is Code Cheap
      2. Steering Agents To Use Feedback Loops With Skills
      3. Building A Do Work Skill
      4. Using Our Do Work Skill
      5. Fixing Agents Broken Formatting With Pre Commit
      6. What Is Red Green Refactor
      7. Red Green Refactor
      1. What Is An AFK Agent
      2. Sandcastle
      3. Trying HITL Agents
      4. Sandboxing
      5. Setting Up And Trying AFK Agents
      6. Using Backlogs To Queue Tasks For AFK Agents
      7. Setting Up Our Repo For GitHub Issues
      8. Hooking Up Agents To Your Backlog
      9. Updating Our PRD And Plan Skill To Use GitHub
      1. HITL And AFK Tasks
      2. Dont Plan Kanban
      3. Using The Kanban Skill
      4. Research
      5. Trying Out Research
      6. Prototyping
      7. Trying Out UI Prototyping
      8. Designing Codebases Ai Loves
      9. The Improve Codebase Architecture Skill
      10. Adding Module Awareness To Our Planprd Skill
      11. The Final Workflow

    June 1—June 12, 2026

    Loading price
    30-Day Money-Back Guarantee
    Includes
    • 8 Workshops
    • Live Office Hours
    • Lifetime Access to Lessons
    • Customizable Invoice
    • English Transcripts & Subtitles
    • Progress Tracking
    • Access to Discord Community
    • Completion Certificate

    June 1—June 12, 2026

    AI Coding for Real Engineers

    Enroll Now