These utilities provide granular control over the internal weights and knowledge structures of sophisticated information processors. By precisely targeting specific parameters, you can correct factual hallucinations, update outdated information, or steer output behaviors without the exhaustive cost of full-scale retraining. When selecting a method, focus on the trade-off between the depth of the procedural change and the risk of degrading the underlying logical foundations.

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