What Makes AI 'Generative'?

Classical AI classifies: is this email spam, is this tumour malignant? Generative AI creates: write this email, draw this picture, compose this melody. The shift from analysing to creating is what makes this generation of AI feel so different.

Key Concepts

• Discriminative models assign labels; generative models produce new samples
• Text, images, audio, video and code can all be generated today
• Generative outputs are new combinations of learned patterns — not copies from a database
• Quality has crossed a threshold: much generated content passes as human-made
• The same capability that drafts your report can also fabricate misinformation — capability and risk are twins

Try It Yourself

Write down three tasks from your week and label each as classification (analysing) or generation (creating). Which could generative AI have accelerated?