Julia Toolkit with fairness metrics and bias mitigation algorithms

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.

Bias-audit artifacts for automated employment decision tools: NYC LL144 selection/scoring rates and impact ratios, EEOC four-fifths adverse-impact flags, and a score-traceability schema.

Open-source AI ATS — LLM resume screening, CV parsing, JD↔candidate matching & bias-audited ranking. Self-hostable, privacy-first, FastAPI.

On-device AI medical triage for community health workers — offline-first PWA with Gemma 4, QR sharing, async telemedicine, AI explainability, 200+ tests

Computational audit of U.S. immigration enforcement data: spatial analysis and pipeline bias estimation on ICE arrest records.

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.

Reproducibility code for the PhenotypeCatalog dataset — Wikipedia-sourced per-image phenotype observations across 239 ethnic groups

ML for emergency department triage: MIMIC-IV-ED evaluation, SHAP, threshold optimisation, bias audit

NYC Local Law 144 bias audit + EU AI Act bias-check. Part of the CSOAI Layer-0: 8 protocols · 100/100 A+++++ · world-leading.

Bias-audited age estimation with presentation attack detection — PyTorch + ResNet-50 + ordinal regression, served as INT8 ONNX behind FastAPI, deployed on Hetzner with Docker Compose and Nginx

End-to-end responsible-AI audit of a DistilBERT toxicity classifier: identity-group bias audit, adversarial attacks, mitigation techniques, and a production guardrail pipeline. Built on the Jigsaw Unintended Bias in Toxicity Classification dataset.

Statistical evaluation of machine learning credit scoring models for discriminatory bias to ensure ethical compliance and algorithmic fairness in financial lending.

Visual Archetype Analysis of Geodemographic Clusters using Vision Language Models

AI-agnostic research workflow for steelmanning opposing views, auditing sources, and reaching evidence-grounded conclusions

Reproducible fairness audit for clinical LLMs — the Geographic Disparity Index (GDI). Deterministic perturbation, multi-provider harness, Wilcoxon+BCa stats, FastAPI + Streamlit.

Computational audit of U.S. immigration enforcement data: spatial analysis and pipeline bias estimation on ICE arrest records.

AI resume screener bias audit — EEOC four-fifths, counterfactual drift, recruiter-AI agreement (κ). Live demo.

Plattform-neutrales Multi-Agenten-Kit fuer Bias-Pruefung von HR-Texten, KI-Decisions und KI-Systemen. CC BY 4.0, Deutsch.