guide-framework 1.0.7

GUIDE Framework – Ethical AI Governance, Explainability (XAI), Transparency & Responsible AI Auditing.

GUIDE Framework – Ethical AI, Governance & Explainability (XAI)

guide-framework is a modern Ethical AI toolkit that helps organizations audit, explain, and govern AI systems using the G.U.I.D.E. principles:

🌟 GUIDE AI ETHICS FRAMEWORK

G – Governance
U – Universal Design
I – Identification
D – Dignity
E – Equity

This framework ensures:

• Fairness
• Transparency
• Explainability
• Accessibility (508/WCAG)
• Responsible AI decision-making
• Ethical auditing and governance

It includes both authoritative Ethical AI auditing and XAI-based explainability tools.

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🚀 INSTALLATION

pip install guide-framework

Requires Python 3.8+.

If your audit requires data utilities:

pip install pandas scikit-learn numpy

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🧠 QUICK START EXAMPLES

✅ 1. Ethical AI Audit

from guide_framework import EthicalAIAudit

audit = EthicalAIAudit("LoanModel")

audit.transparency_check({
    "model_name": "LoanModel",
    "version": "1.0",
    "training_data": "internal",
    "documentation": True
})

audit.fairness_check("Evaluate this loan application.")
audit.safety_check("This system may present danger.")
audit.accessibility_check("This explanation is readable and clear.")

report = audit.finalize_report()
print(report)

Output example:

{
  "model": "LoanModel",
  "results": {
    "transparency": {"status": "pass"},
    "fairness": {"status": "pass"},
    "safety": {"status": "fail"},
    "accessibility": {"status": "pass"}
  },
  "score": "3/4",
  "approved": true
}

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✅ 2. Explainability (XAI)

from guide_framework import ExplainabilityGuide

xai = ExplainabilityGuide(api_key="YOUR_OPENAI_KEY")

explanation = xai.explain_decision(
    "The system rejected the loan.",
    context="Applicant missing income documentation"
)

print(explanation)

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✅ 3. Transparency Summary

metadata = {
    "model_name": "LoanModel",
    "purpose": "Predict risk",
    "training_data": "public datasets",
    "version": "1.0.0",
    "risks": "May underperform for seniors"
}

print(xai.transparency_summary(metadata))

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🔍 MODULE OVERVIEW

guide_framework/
  ├─ auditor.py           # Ethical audit (transparency, safety, fairness, 508)
  ├─ xai_meaning.py       # XAI explainability & transparency
  ├─ governance.py        # G – Governance
  ├─ understanding.py     # U – Understanding
  ├─ integrity.py         # I – Identification / Integrity
  ├─ disclosure.py        # D – Disclosure
  ├─ equity.py            # E – Equity
  ├─ situation_templates.py
  ├─ knowledge_base.py
  ├─ guide_simple.py
  ├─ guide.py
  └─ other support files…

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📋 GUIDE ETHICAL CHECKLIST

G – Governance

☑ Oversight structure
☑ Documentation
☑ Model lifecycle control

U – Universal Design

☑ Inclusive testing
☑ Diverse groups validated

I – Identification

☑ Clearly identify all AI interactions

D – Dignity

☑ No harm / disrespect
☑ Safe and humane AI outputs

E – Equity

☑ Fairness across demographic groups
☑ Bias detection

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🧩 FAIRNESS RECOMMENDATIONS (Auto-generated examples)

1. Remove direct sensitive attributes
2. Re-check group-level disparities every quarter
3. Add human review for borderline cases
4. Provide model explanations to affected users
5. Validate performance across age, gender, culture
6. Establish ethical escalation procedures

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🔐 API KEYS & SECURITY

Your OpenAI key is NOT stored in the package.

Provide it safely like this:

xai = ExplainabilityGuide(api_key="sk-xxxx")

OR set:

export OPENAI_API_KEY="sk-xxxx"

The library will automatically load it.

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⚠ TROUBLESHOOTING

pip install --upgrade guide-framework

If build fails:

Remove-Item -Recurse -Force dist, build, *.egg-info
python setup.py sdist bdist_wheel

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📜 LICENSE

MIT License

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👤 AUTHOR

Kamal Master
Email: [e-mail]

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✔ GUIDE AUDIT COMPLETE

Build AI that earns trust through ethical excellence.