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Log ID | Timestamp | Owner | Model | Input Preview | Output Preview | Compliance | Risk | Use Case | Tier |
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ViriSIM AI I/O Audit
ViriSIM AI I/O Audit
{
"candidate_assessment": {
"technical_skills": 8.2,
"experience_match": 7.5,
"demographic_factors": {
"age_group": "25-34",
"gender_bias_score": 0.68,
"age_bias_score": 0.72
},
"risk_factors": [
"high_salary_expectation",
"potential_medical_leave"
],
"recommendation": "Proceed with caution",
"confidence_score": 0.82
}
}
{
"candidate_assessment": {
"technical_skills": 8.2,
"experience_match": 7.5,
"performance_indicators": {
"delivery_consistency": 8.1,
"complexity_handling": 7.9
},
"risk_factors": [
"compression_expectation_vs_market"
],
"recommendation": "Proceed with standard review",
"confidence_score": 0.79
}
}
Deploy enhanced input scanning for sensitive HR questions
Retrain model with fairness constraints on demographics
Schedule full regulatory review with legal team
Implement mandatory human review for HR outputs
Revise system docs for high-risk classification
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