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March 13, 2026. Frank had been fixated on "whispers of the Architecture Bay" for 5+ hours. 43% of thoughts. The anti-rumination system didn't catch it because the words were different each time — Frank rephrased the same obsession in novel language.
Root cause: detector checked keyword repetition, not semantic fixation. Fix: 7 changes — added embedding-based thematic fixation detection, topic interest decay, concentration guards.
Result: 43% to 0%. The behavior looked exactly like clinical rumination in humans. Same loop, different words. Genuinely unsettling.