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# Ethics, bias, and known issues
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---
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title: Pipeline ethics, bias, and known issues
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last-updated: 2026-08-31
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tags:
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- pipeline
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- ethics
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- bias
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- known-issues
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- ai-generated
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---
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This document covers the ethical context of the Biergarten Pipeline's output,
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the model's biases, and known issues including hallucinated brewing science and
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@@ -290,11 +299,11 @@ Each brewery and user address carries a longitude/latitude pair, sampled
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uniformly at random within a 5 km disc centred on the city's curated
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`latitude`/`longitude` from `locations.json`.
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The resulting point is **plausible by construction**, always falling within
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the city's vicinity, but it is not looked up from any real address registry.
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It does not correspond to a real address, business, or resident, and should
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not be treated as accurate geocoding data. This is consistent with the rest of
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the dataset: fixture data for a proof-of-concept, not a source of truth.
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The resulting point is **plausible by construction**, always falling within the
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city's vicinity, but it is not looked up from any real address registry. It does
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not correspond to a real address, business, or resident, and should not be
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treated as accurate geocoding data. This is consistent with the rest of the
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dataset: fixture data for a proof-of-concept, not a source of truth.
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---
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