For Software Engineers and Developers

Cognitive Sovereignty Self-Audit for Software Engineers

This audit measures whether you can still reason through code problems without reaching for AI first. It focuses on the engineering judgements that AI assistants now handle automatically, and whether those judgements are atrophying in your hands.

This takes about two minutes. Answer honestly.

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1. When you encounter a bug in production code, what is your first action?

2. You are reviewing a pull request that contains 300 lines of AI-generated code. How do you approach the review?

3. When designing the architecture for a new service, how much does AI input shape your final decision?

4. A colleague asks you to explain how a piece of code you wrote actually works. What happens?

5. How often do you find yourself copy-pasting AI suggestions into your codebase without testing them first?

6. When you notice a pattern in your codebase that might introduce a security issue, what do you do?

7. You are assigned to maintain legacy code written before AI assistants were common. What is most difficult about it?

8. How would you describe your confidence in making a technical decision without AI input available?

Your score

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