README.md

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title: BDR Agent Factory
emoji: 🏭
colorFrom: red
colorTo: gray
sdk: static
pinned: false
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.

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## 🎯 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 |

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## 📋 Overview

This Space contains two critical governance documents:

1. **AI_CAPABILITY_DICTIONARY.yaml** - Comprehensive taxonomy of 50+ AI capabilities
2. **CAPABILITY_SYSTEM_MAP.yaml** - Mapping of capabilities to 8 business systems

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## 🎯 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)

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## 🏗️ Architecture

```
BDR Agent Factory (Governance Hub)
├── AI Capability Dictionary
│   ├── Capability Definitions
│   ├── Insurance Use Cases
│   └── Governance Flags
└── System Mapping
    ├── Business Systems
    ├── Required Capabilities
    └── Compliance Requirements
```

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## 📊 Mapped Business Systems

1. **ClaimsGPT** - AI-powered claims decision intelligence
2. **FraudDetectionAgent** - Real-time fraud detection
3. **PolicyIntelligenceAgent** - RAG-powered policy knowledge
4. **DamageAssessmentAgent** - Computer vision damage analysis
5. **CustomerServiceAgent** - Conversational AI support
6. **UnderwritingAgent** - IFRS-ready risk scoring
7. **MedicalClaimsAgent** - Healthcare claims processing
8. **ComplianceMonitoringAgent** - Regulatory compliance tracking

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## 🔍 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

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## 🚀 Usage

### Viewing Capability Dictionary
1. Navigate to Files tab
2. Open `AI_CAPABILITY_DICTIONARY.yaml`
3. Browse 50+ capabilities with detailed metadata

### Viewing System Map
1. Navigate to Files tab
2. Open `CAPABILITY_SYSTEM_MAP.yaml`
3. See business system to capability mappings

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## 📚 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

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## 🎓 Example Capability

```yaml
- 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
```

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## 🔗 Related Resources

- [ClaimsGPT](https://huggingface.co/spaces/bdr-ai-org/ClaimsGPT) - Production claims system
- [ClaimsDecisionDesk](https://huggingface.co/spaces/bdr-ai-org/ClaimsDecisionDesk) - Human-in-loop interface
- [Insurance Claims Model](https://huggingface.co/bdr-ai-org/insurance-claims-decision-model-v1) - ML model
- [Motor Claims Dataset](https://huggingface.co/datasets/bdr-ai-org/insurance-motor-claims-decision-v1) - Training data
- - [Insurance Decision Boundaries](https://huggingface.co/datasets/BDR-AI/insurance_decision_boundaries_v1) - Governance dataset for decision support

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## 📈 Project Status

- ✅ 50+ AI capabilities defined
- ✅ 8 business systems mapped
- ✅ 4 compliance frameworks integrated
- ✅ Production-ready governance structure

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## 🤝 Contributing

To add new capabilities or systems:
1. Follow the YAML schema in existing files
2. Include all required governance metadata
3. Document insurance-specific use cases
4. Ensure compliance flags are accurate

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## 📄 License

MIT License - See individual component licenses for details

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## 📞 Contact

For questions about the BDR Agent Factory governance framework, please open an issue or discussion.

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**Built with ❤️ for Enterprise AI Governance in Insurance**