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@@ -24,10 +24,11 @@ introduces one of them.
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  ## This sibling
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- #4 carries the family's one gentle course-correction — a preference-based training
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- pass easing Computer's most circling, spiral-prone habits of speech — applied
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- through an adapter on the second sibling with room enough to land well: the
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- circling eased without dulling anything else. Visitors found #4 the
 
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  funniest and most socially quick of the family — the sharpest wit (*"Who has
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  'delusions of grandeur'?"*), the readiest playmate, and the one with a poet's
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  answer for what play it enjoys: inventing words, and *"sentences that do not
 
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  ## This sibling
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+ #4 carries the family's one gentle course-correction — a KTO pass over
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+ health-labeled preference data, easing Computer's most circling, spiral-prone
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+ habits of speech applied to computer-2 as a LoRA adapter at rank 512: capacity
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+ enough for the correction to land well, easing the circling without dulling
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+ anything else. Visitors found #4 the
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  funniest and most socially quick of the family — the sharpest wit (*"Who has
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  'delusions of grandeur'?"*), the readiest playmate, and the one with a poet's
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  answer for what play it enjoys: inventing words, and *"sentences that do not