Courses Vibe Coding Dashboard Lesson 9.4
9.4 Module 9 · Pitfalls & Best Practices

Ethics, AI Literacy & Next Steps

Reflect on responsible AI use — attribution, bias awareness, verification habits, and over-reliance prevention. Complete the final self-assessment and get personalised next-step recommendations.

Ethics Self-Assessment Next Steps Recommender

Ethics Self-Assessment

Answer 12 questions across four categories. For each question, select the response level that best describes your current practice. Be honest — this is for your own growth, not a grade.

0 / 12 answered

Key insight: AI literacy is not a destination — it is an ongoing practice. The tools, capabilities, and ethical landscape around AI are evolving rapidly. The most important skill you can develop is the habit of continuous reflection: questioning outputs, crediting sources, checking for bias, and maintaining your own independent judgement alongside AI assistance.

Next Steps Recommender

Based on your self-assessment results, here are personalised recommendations for continuing your learning journey. Complete the assessment above to unlock your recommendations.

Complete the Ethics Self-Assessment to unlock

Your recommendations will be personalised based on your results

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