Three Eras of Development


No AI

Traditional

2–5 days

Read ticket → Research → Write code → Write tests → Debug → PR → Fix feedback → Merge

You do all the thinking AND all the typing

Human IN the Loop

AI in your IDE

1–3 days

Open IDE → Ask Copilot → Review → Ask AI for tests → Debug manually → PR → Merge

AI does the typing. You do everything else.

Human ON the Loop

Describe goal, review output

30–60 min

Write task → Agent plans → Agent implements → Agent tests → Agent creates PR → You review → Merge

AI does everything. You define the goal and approve.


Day-one rule

Never paste passwords, API keys, client secrets, or unmasked PII into any Claude interface. We'll cover data handling in depth in Session 5.