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Introduces PsiLogic, a chaos-aware optimizer that augments Adam with a dynamic damping term based on gradient instability, and proposes FairBench for reproducible evaluation. Shows competitive or superior results on NLP, ViT, and ResNet tasks with full transparency on limitations.