You have to pretty much intentionally give it enough synthetic data to wreck it. OpenAI and Anthropic train their models on generated data to improve them. As long as there’s supervision during training, which there always will be, this isn’t really a problem.

https://openai.com/index/prover-verifier-games-improve-legibility/

https://www.anthropic.com/research/claude-character