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bias-audit

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Streamlit + Python pipeline that benchmarks gym workout efficiency (kcal/min) using present sessions only. Generates sortable workout-type benchmarks, distribution plots, fairness-aware gap analysis with uncertainty/low-sample flags, and a data-quality report to prevent misleading comparisons.

  • Updated Jun 4, 2026
  • Python

Risk-tiered human oversight for AI hiring agents. Scores every agent action 0-100, routes it across four autonomy tiers, and evidences the human decision in a hash-chained append-only ledger. A four-fifths adverse-impact monitor runs on real recruitment data and auto-escalates flagged requisitions. Mapped to EU AI Act Art. 14/50 and NYC LL144.

  • Updated Sep 4, 2026
  • Python

Forensic audit of persona-driven bias in RAG-based LLM agents — 1,120 evaluations across 4 agents, 4 ablation conditions, and 70 tax-compliance scenarios. Shows persona prompts override injected rules (κ = −0.156). Mistral-7B · FAISS · SentenceBERT.

  • Updated May 16, 2026
  • Python

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