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Practical learning · Six lessons

The GRC Vibe Coder's Playbook

Plan smarter. Choose your tools. Build with AI. Ship with confidence.

Vibe coding means building software with AI assistance while you guide the goals, inspect the work, and make the final decisions.

Follow a GRC practitioner building a small vendor risk assessment tool. Each lesson adds one skill, one example prompt you can copy, and one task you can try yourself. The techniques work for portfolios, websites, automations, and other projects too.

Illustrated AI-assisted coding workflow, showing how planning and specialized coding agents work together.
From planning to building and reviewing: a workflow you can repeat. Read the companion article.
Plan before you prompt.

Spend time on the blueprint to avoid expensive rework.

Commit before you switch.

Keep your mission, decisions, and progress in GitHub.

Choose a lesson

  1. 01
    What should I build first?

    Choose something small enough to finish.

  2. 02
    How do I plan without wasting tokens?

    A short blueprint can prevent long rounds of rework.

  3. 03
    Which AI tool fits my project?

    Match the tool to the task, not the hype.

  4. 04
    How do I use several AI coders without losing context?

    Keep the mission in GitHub, not in one chat window.

  5. 05
    How do I manage costs and know the work is right?

    Small tasks and human review beat endless regeneration.

  6. 06
    What should I learn next?

    Keep the project alive and make each iteration teach you something.

The work works. Keep each version small, review what the AI produces, and make the next improvement.