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Interpretability
Research into what is actually happening inside a model.
The long-term hope for reading a system's reasoning directly rather than inferring it from behavior. Real progress, genuinely important, and not yet something you can point an auditor at. Until it is, the practical route is evidence about behavior rather than inspection of internals.
Why it matters
Promising, and not currently a control you can deploy.