Steerling-8B: Interpretable diffusion model trained with built-in explainability

burny_tech · x · 2026-08-20

Guide Labs released 'Scaling Inherently Interpretable Language Models' and the Steerling-8B model. Instead of post-hoc analysis, this approach incorporates interpretability constraints directly into the training pipeline. Experiments show that model representations become more disentangled and aligned with human concepts as scale increases. Steerling-8B supports concept attribution and closed-loop intervention for behavior correction without retraining, matching peers trained on significantly more compute.

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