Why AI needs governance, not prohibition
On This Lesson 4 topics
This lesson is planned. The outline below lists the topics it will cover. The full lesson has not been published yet.
In this lesson
explain why banning AI tools backfires and what governance does instead.
Planned topics
- Engineers adopt AI tools anyway; bans push use into personal accounts where data leaks go unseen.
- Governance sets safe, easy options: approved tools, clear data rules, and shared guardrails.
- Risks: data exposure, licensing, low-quality generated code, unreliable AI features.
- Aim: capture benefits while keeping risk visible and bounded.
Draft outline details
Demonstration
a two-column sketch: "Ban" (hidden use, unknown risk) versus "Govern" (approved tools, visible use, measured effect) for Platform 2.0.
Check your understanding
Why does a ban often increase risk?
Show answer
Use moves out of sight, so data handling is unmanaged.
Practice
Apply this lesson with the module's lab, exercises and quiz.
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