OpenAI deploys activation classifiers (probes) on frontier models starting from GPT-5.6

bobabowen · x · 2026-11-03

OpenAI's interpretability team announced on the Alignment blog that, starting from GPT-5.6, activation classifiers (probes) now run on all assistant completions as a new defense layer. Probes use the model's internal activations to flag misaligned or harmful activity, offering streaming decisions that can block a policy-violating turn mid-generation, stronger jailbreak robustness than much larger text classifiers, and lower runtime cost, with accuracy scaling alongside model capability. Limitations: reliance on labeled data, coverage limited to known failure modes, and probes are tied to a specific model's forward pass.

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