Skip to content

yakew7/Fair-Code

v1.1.0 Feature

This release adds 5 notable features for engineering teams evaluating rollout.

Published 1mo AI Coding Tools
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

ai-fairness algorithmic-bias bias-detection bias-mitigation criminal-justice fairness
+9 more
healthcare hiring jupyter lending machine-learning python responsible-ai scikit-learn welfare

Affected surfaces

deps

Summary

AI summary

Adds a clinical AI bias audit and four new explainers on foundational AI topics.

Changes in this release

Feature Medium

Add explainer: Why AI Hallucinates

Add explainer: Why AI Hallucinates

Source: llm_adapter@2026-06-09

Confidence: high

 —
Feature Medium

Add explainer: What Is Proxy Entanglement

Add explainer: What Is Proxy Entanglement

Source: llm_adapter@2026-06-09

Confidence: high

 —
Feature Medium

Add reinforcement‑learning.md explainer

Add reinforcement‑learning.md explainer

Source: llm_adapter@2026-06-09

Confidence: high

 —
Feature Medium

Add bias audit: Healthcare Readmission (Diabetes 130‑US Hospitals) with proxy entanglement analysis

Add bias audit: Healthcare Readmission (Diabetes 130‑US Hospitals) with proxy entanglement analysis

Source: llm_adapter@2026-06-09

Confidence: high

 —
Dependency Low

Update matplotlib requirement to >=3.10.9

Update matplotlib requirement to >=3.10.9

Source: llm_adapter@2026-06-09

Confidence: high

 —
Dependency Low

Update pandas requirement to >=3.0.3

Update pandas requirement to >=3.0.3

Source: llm_adapter@2026-06-09

Confidence: high

 —
Dependency Low

Update numpy requirement to >=2.4.6

Update numpy requirement to >=2.4.6

Source: llm_adapter@2026-06-09

Confidence: high

 —
Dependency Low

Update scikit-learn requirement to >=1.9.0

Update scikit-learn requirement to >=1.9.0

Source: llm_adapter@2026-06-09

Confidence: high

 —
Bugfix Medium

Fix First Interaction Trigger Change and enhance Audits Workflow

Fix First Interaction Trigger Change and enhance Audits Workflow

Source: llm_adapter@2026-06-09

Confidence: high

 —
Refactor Low

Refactor dataset structure documentation in README.md

Refactor dataset structure documentation in README.md

Source: llm_adapter@2026-06-09

Confidence: high

 —
Full changelog

Fair Code's second tagged release. Adds the sixth bias audit — clinical AI — plus four new explainers covering foundational AI concepts.
What's included
1 bias audit

Healthcare Readmission (Diabetes 130-US Hospitals, 101,766 records) — Race: 25% reduction, Age: 68% reduction, Gender: +100% ↑ (gap worsened — proxy removal backfired. Payer code was suppressing the gender signal while also encoding it. Remove it, and the suppression disappears. This is proxy entanglement — and pre-processing mitigation can't fix it. That's a future audit.)

4 explainers

What Happens Inside a Neural Network
Why AI Hallucinates
What Is Reinforcement Learning
What Is Proxy Entanglement

6 Jupyter notebooks — full walkthrough of every audit with visualisations and proxy detection
Live website — fair-code-five.vercel.app
CI pipeline — all audit scripts run automatically on every push and PR

What's Changed

  • Update matplotlib requirement from >=3.10.8 to >=3.10.9 by @dependabot[bot] in https://github.com/yakew7/Fair-Code/pull/37
  • Update pandas requirement from >=3.0.2 to >=3.0.3 by @dependabot[bot] in https://github.com/yakew7/Fair-Code/pull/38
  • Update numpy requirement from >=2.4.4 to >=2.4.6 by @dependabot[bot] in https://github.com/yakew7/Fair-Code/pull/39
  • Update scikit-learn requirement from >=1.8.0 to >=1.9.0 by @dependabot[bot] in https://github.com/yakew7/Fair-Code/pull/41
  • Refactor dataset structure in README.md by @yakew7 in https://github.com/yakew7/Fair-Code/pull/42
  • Explainer: Why AI Hallucinates Added by @Shreyash0712 in https://github.com/yakew7/Fair-Code/pull/43
  • Update README with new document and formatting changes by @yakew7 in https://github.com/yakew7/Fair-Code/pull/44
  • Update CHANGELOG.md for version 1.1.0 by @yakew7 in https://github.com/yakew7/Fair-Code/pull/45
  • Fix: First Interaction Trigger Change, Audits Workflow Enhancement and Version Upgrade by @Shreyash0712 in https://github.com/yakew7/Fair-Code/pull/46
  • Delete .github/workflows/update-changelog.yml by @yakew7 in https://github.com/yakew7/Fair-Code/pull/47
  • Create reinforcement-learning.md by @evanjain-dot in https://github.com/yakew7/Fair-Code/pull/48
  • Create explainer for Proxy Entanglement by @yakew7 in https://github.com/yakew7/Fair-Code/pull/49
  • Add proxy-entanglement.md to contributing guidelines by @yakew7 in https://github.com/yakew7/Fair-Code/pull/50

New Contributors

  • @dependabot[bot] made their first contribution in https://github.com/yakew7/Fair-Code/pull/37
  • @yakew7 made their first contribution in https://github.com/yakew7/Fair-Code/pull/42
  • @Shreyash0712 made their first contribution in https://github.com/yakew7/Fair-Code/pull/43

Full Changelog: https://github.com/yakew7/Fair-Code/compare/v1.0.0...v1.1.0

View diff on GitHub

Weekly OSS security release digest.

The CVE patches and breaking changes that affected production tools this week. One email, every Sunday.

No spam, unsubscribe anytime.

Share this release

Share on X Share on Bluesky

Track yakew7/Fair-Code

Get notified when new releases ship.

Sign up free

About yakew7/Fair-Code

All releases →

Related context

Beta — feedback welcome: [email protected]