Ad-funded LLMs as the default route to commercial secret loyalties — Secret Loyalties Hackathon paper + black-box audit harness.
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Updated
Aug 16, 2026 - Python
Ad-funded LLMs as the default route to commercial secret loyalties — Secret Loyalties Hackathon paper + black-box audit harness.
Beta. Reduced-fare policy assistant citing dated corpus passages in English and Spanish; the bilingual-parity gate is currently failing (see EVALS.md). Corpus of eighteen California transit agencies, public 385-case evaluation harness. Deployed demo serves five agencies; published evidence run lags the repository.
Auditoria de caixa-preta do algoritmo de recomendação do Spotify com 4 personas sintéticas — vieses, bolhas de filtro e diversidade musical. TCC de Gestão da Informação (UFU/FAGEN).
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