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BlockLock is presented, which keeps shared batched prefill and pins only the numerical path of the protected request, and needs no custom kernel implementations and constrains only the protected requests.
Decoding-Level Taboo is introduced, a zero-prompt diagnostic stress test that intervenes directly in logit space at runtime, forcing models out of their nominal paths by dynamically masking primary candidate tokens at word boundaries, forcing machine circumlocution.
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