• context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.

Classifier defenses fail in testable patterns: injected claims that review already happened, ciphered or substituted payloads, and harmful strings split across benign context. Patching each exploit leaves the underlying class open.

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