What it is

Model collapse is what happens when AI models are trained on content generated by other AI models. Each generation gets a little bit worse, a little more bland, a little more wrong. Think of it like photocopying a photocopy of a photocopy. Eventually you've got an unreadable smudge. As the internet fills up with AI-generated text, the next generation of AI has less high-quality human-created content to learn from. It's a bit of a doom loop.

Why it matters for your job

This is one of the strongest arguments for human expertise remaining valuable. If AI needs fresh, original, expert human output to avoid collapsing into mediocrity, then people who produce genuinely original thinking are more important, not less. The irony is that the better AI gets at generating average content, the more it needs humans who can produce above-average content to keep improving.

What to do about it

Focus on developing expertise and original thinking in your field. The ability to produce work that's clearly better than AI-generated output isn't just a career advantage. It's becoming structurally necessary for AI development itself. That's a strong position to be in.