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A systems-level framework for maintaining alignment between outputs and the realities they are meant to represent. As AI systems and

Many digital platforms evaluate success using measurable signals such as clicks, engagement, watch time, and growth metrics. These signals are

A collection of short concept papers examining structural mechanisms that appear across modern technological, institutional, and digital systems. Each note