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title: BDR Agent Factory
emoji: 🏭
colorFrom: red
colorTo: gray
sdk: static
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short_description: Capability registry, governance backbone, and decision cont
🏭 BDR Agent Factory
Single Source of Truth for Governed AI Capabilities in Insurance
The BDR Agent Factory is an enterprise governance framework that defines, maps, and manages AI capabilities across insurance business systems. It serves as the central registry for all AI agents, ensuring compliance, explainability, and auditability.
🎯 Why BDR Agent Factory?
The Problem: Unregulated AI in High-Stakes Industries
Most AI systems today operate as "black boxes" with:
- ❌ No audit trails for decisions
- ❌ No governance controls
- ❌ No compliance tracking
- ❌ No human accountability
This is unacceptable for regulated industries like insurance, finance, and healthcare where every decision must be explainable, auditable, and compliant.
The Solution: Governed AI Capabilities
BDR Agent Factory provides:
- ✅ Single Source of Truth - All AI capabilities defined in one registry
- ✅ Decision Traceability - Every AI decision is logged and auditable
- ✅ Human-in-the-Loop - Humans retain final decision authority
- ✅ Compliance-Ready - Built for IFRS 17, HIPAA, GDPR, AML regulations
- ✅ Explainability - Governance flags ensure transparency
Governed AI vs Unregulated AI
| Aspect | Unregulated AI | BDR Agent Factory |
|---|---|---|
| Audit Trail | ❌ None | ✅ Complete decision logs |
| Governance | ❌ No controls | ✅ Registry-enforced rules |
| Compliance | ❌ Unknown | ✅ Regulation-aware |
| Explainability | ❌ Black box | ✅ Transparent flags |
| Accountability | ❌ AI decides | ✅ Human final authority |
| Risk | 🔴 High | 🟢 Managed |
📋 Overview
This Space contains two critical governance documents:
- AI_CAPABILITY_DICTIONARY.yaml - Comprehensive taxonomy of 50+ AI capabilities
- CAPABILITY_SYSTEM_MAP.yaml - Mapping of capabilities to 8 business systems
🎯 Key Features
AI Capability Dictionary
- 50+ AI Capabilities across 8 categories:
- 🎨 Generation (text, code, synthetic data)
- 🔄 Transformation (translation, summarization, extraction)
- 💬 Language (classification, NER, sentiment)
- 🎵 Audio (transcription, speech synthesis)
- 👁️ Vision (object detection, OCR, damage assessment)
- 📄 Document (parsing, analysis, generation)
- 📊 Analytics (forecasting, anomaly detection, clustering)
- ⚖️ Governance (explainability, audit, compliance)
System Mapping
- 8 Production Systems mapped to capabilities
- 3 Planned Systems for future expansion
- Governance Requirements (IFRS 17, HIPAA, GDPR, AML)
- Decision Types (approve, review, reject, escalate)
🏗️ Architecture
BDR Agent Factory (Governance Hub)
├── AI Capability Dictionary
│ ├── Capability Definitions
│ ├── Insurance Use Cases
│ └── Governance Flags
└── System Mapping
├── Business Systems
├── Required Capabilities
└── Compliance Requirements
📊 Mapped Business Systems
- ClaimsGPT - AI-powered claims decision intelligence
- FraudDetectionAgent - Real-time fraud detection
- PolicyIntelligenceAgent - RAG-powered policy knowledge
- DamageAssessmentAgent - Computer vision damage analysis
- CustomerServiceAgent - Conversational AI support
- UnderwritingAgent - IFRS-ready risk scoring
- MedicalClaimsAgent - Healthcare claims processing
- ComplianceMonitoringAgent - Regulatory compliance tracking
🔍 Governance Standards
Compliance Frameworks
- ✅ IFRS 17 - Insurance contracts accounting
- ✅ HIPAA - Healthcare data privacy
- ✅ GDPR - Data protection regulation
- ✅ AML - Anti-money laundering
AI Governance
- 🔍 Explainability - All decisions traceable
- 📝 Auditability - Complete audit trails
- ⚖️ Fairness - Bias detection and mitigation
- 🔒 Privacy - Data protection built-in
🚀 Usage
Viewing Capability Dictionary
- Navigate to Files tab
- Open
AI_CAPABILITY_DICTIONARY.yaml - Browse 50+ capabilities with detailed metadata
Viewing System Map
- Navigate to Files tab
- Open
CAPABILITY_SYSTEM_MAP.yaml - See business system to capability mappings
📚 Documentation
Each capability includes:
- Unique ID - Standardized identifier
- Name & Description - Clear definition
- Category - Functional grouping
- Supported Domains - Applicable areas
- Insurance Use Cases - Real-world applications
- Decision Types - Output classifications
- Governance Flags - Explainable, auditable, regulated
🎓 Example Capability
- id: cap_text_classification
name: Text Classification
category: language
description: Categorize text into predefined classes
supported_domains:
- claims
- underwriting
- customer_service
insurance_use_cases:
- Claim type classification
- Policy document categorization
decision_types:
- approve
- review
- reject
explainable: true
auditable: true
🔗 Related Resources
- ClaimsGPT - Production claims system
- ClaimsDecisionDesk - Human-in-loop interface
- Insurance Claims Model - ML model
- Motor Claims Dataset - Training data
- Insurance Decision Boundaries - Governance dataset for decision support
📈 Project Status
- ✅ 50+ AI capabilities defined
- ✅ 8 business systems mapped
- ✅ 4 compliance frameworks integrated
- ✅ Production-ready governance structure
🤝 Contributing
To add new capabilities or systems:
- Follow the YAML schema in existing files
- Include all required governance metadata
- Document insurance-specific use cases
- Ensure compliance flags are accurate
📄 License
MIT License - See individual component licenses for details
📞 Contact
For questions about the BDR Agent Factory governance framework, please open an issue or discussion.
Built with ❤️ for Enterprise AI Governance in Insurance