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Agent based modeling Methods and techniques for simulating human.

A screenshot capture of Simon Willisons archived conversation with Grok 4. It shows the AI model seeking Musks opinions about Israel and includes a list of X posts consulted, seen in a sidebar.
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Looking at modern post-training makes it clear that model collapse is overblown. Synthetic data only leads to model collapse when deployed in a contrived setting where the original data is thrown away after the new data is generated.