Goodfire's predictive data debugging previews how LLM training will change model behavior

leland_mcinnes · x · 2026-09-10

Ai2 notes that training an LLM on preferred and dispreferred answers can improve it while quietly worsening other behaviors.

Goodfire AI used Ai2's open-sourced full post-training stack to build predictive data debugging: forecasting how an entire training run will shift model responses to different prompts before you actually train — letting researchers reveal and shape what a model learns upfront.

Related event: Ai2 and Goodfire unveil predictive data debugging for pre-training behavior forecasting(7 posts)→

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