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Research and implementation notes for adaptive System 1 AI.

ARCANE 4.1: Adaptive System 1 Inference You Can Measure

ARCANE 4.1: Adaptive System 1 Inference You Can Measure

Gianne Bacay
Gianne Bacay3 September 2025

ARCANE 4.1 separates state alignment from bounded inference-time learning, giving System 1 models explicit controls for feedback, adaptation, reset behavior, and evaluation.