Author

X. Abdullah

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Preprint Aug 2026

Status Association Does Not Reliably Predict Decision Leakage

Bias evaluations often move too quickly from evidence that a model encodes a social association to claims that the same association will alter consequential decisions. We test whether that inference is warranted using Chilean surnames as controlled socioeconomic probes. We evaluate eight frozen model-provider cells on...

X. Abdullah · 0 citations

Preprint Aug 2026

Multi-Agent AI Safety as an Institutional Design Problem

This is the first paper from POLIS, an ongoing research programme studying algorithmic institutions for multi-agent systems, and asks which parts of an AI institution produce safety and how they do it.

X. Abdullah · 1 citation