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Free’s second trick was more delicate. Paranoid Checker was adept at edge-case detection—rare sequences triggered alarms. To disable those triggers, Mara developed a generator that could synthesize plausible-but-rare sequences and feed them into the system on demand. It was adversarial training inverted: instead of showing the Checker curated counterexamples and letting it learn, she coerced it into seeing rare events so frequently that they stopped being rare.