II.
LibraryProcess overview
Reference · livelib-process:ai-agents-conversational--bias-detection-fairness
bias-detection-fairness overview
Bias Detection and Fairness Audit - Process for auditing AI agents and chatbots for bias, implementing fairness testing, diversity in training data, and establishing monitoring and correction mechanisms.
Attributes
displayName
bias-detection-fairness
description
Bias Detection and Fairness Audit - Process for auditing AI agents and chatbots for bias,
implementing fairness testing, diversity in training data, and establishing monitoring and correction mechanisms.
libraryPath
library/specializations/ai-agents-conversational/bias-detection-fairness.js
specialization
ai-agents-conversational
references
- - AI Fairness 360: https://aif360.mybluemix.net/ - Fairlearn: https://fairlearn.org/ - NIST AI RMF: https://www.nist.gov/itl/ai-risk-management-framework
example
const result = await orchestrate('specializations/ai-agents-conversational/bias-detection-fairness', {
systemName: 'hiring-assistant',
biasCategories: ['gender', 'race', 'age', 'disability'],
fairnessMetrics: ['demographic-parity', 'equal-opportunity']
});
usesAgents
- bias-fairness-analyst
- dataset-creator
- counterfactual-tester
- red-teamer
- metrics-calculator
- mitigation-developer
- monitoring-developer
Outgoing edges
lib_applies_to_domain1
- domain:software-engineering·DomainSoftware Engineering
lib_belongs_to_specialization1
- specialization:ai-agents-conversational·Specialization
lib_implements_workflow1
- workflow:agent-evaluation-cycle·WorkflowAgent Evaluation Cycle
uses_agent1
- lib-agent:ai-agents-conversational--bias-fairness-analyst·LibraryAgentbias-fairness-analyst
Incoming edges
None.