Encyclopedia Autonomica

Encyclopedia Autonomica

Context Window Saturation in Reasoning Agents

Context Engineering is necessary when attention is all that matters.

Jan Daniel Semrau (MFin, CAIO)'s avatar
Jan Daniel Semrau (MFin, CAIO)
Jun 13, 2025
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The recent “failure” of Apple’s Intelligent Reasoning paper got me thinking. In my previous explorations into the Prisoner’s Dilemma and also 4x4 Tic Tac Toe, I noticed that even though my agents were able to reason towards complete games and might occasionally even, based on the right observations, reach the right conclusions, they still fail spectacul…

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