Hugging Face's logo

Spaces:
BDR-AI
/
BDR-Agent-Factory
Running

App Files Community
BDR-Agent-Factory / ROADMAP.md
Bader Alabddan
Add comprehensive documentation and implementation framework
3ef5d3c
preview code
|
raw
history blame contribute delete
8.18 kB

BDR Agent Factory - Roadmap

Vision

Become the industry-standard governance framework for AI capabilities in insurance, enabling safe, compliant, and explainable AI deployment at enterprise scale.

Current Status (Q1 2026)

✅ Completed:

  • 50+ AI capabilities defined and documented
  • 8 production business systems mapped
  • 4 compliance frameworks integrated (IFRS 17, HIPAA, GDPR, AML)
  • Production-ready governance structure
  • Comprehensive documentation framework
  • Example implementations and test cases

🚧 In Progress:

  • API implementation and deployment
  • SDK development (Python, JavaScript)
  • Production model training and deployment
  • Monitoring and observability infrastructure

Q1 2026 (January - March)

Phase 1: Foundation & Implementation

Week 1-4: Core Infrastructure

  • Deploy API infrastructure (Kubernetes cluster)
  • Implement authentication and authorization (OAuth 2.0)
  • Set up monitoring stack (Prometheus, Grafana, Elasticsearch)
  • Configure CI/CD pipelines (GitHub Actions)
  • Establish security scanning (Snyk, Bandit)

Week 5-8: Capability Implementation

  • Implement Text Classification capability (production)
  • Implement Fraud Detection capability (production)
  • Implement Sentiment Analysis capability
  • Implement Named Entity Recognition capability
  • Deploy first 4 capabilities to production

Week 9-12: Integration & Testing

  • Integrate with ClaimsGPT system
  • Integrate with FraudDetectionAgent system
  • Complete end-to-end testing
  • Performance testing and optimization
  • Security penetration testing

Deliverables:

  • Production API with 4 live capabilities
  • 2 integrated business systems
  • Complete monitoring and alerting
  • Security audit report

Q2 2026 (April - June)

Phase 2: Expansion & Scale

Capabilities (10 new)

  • Document Parsing (cap_document_parsing)
  • OCR (cap_ocr)
  • Damage Assessment (cap_damage_assessment)
  • Risk Scoring (cap_risk_scoring)
  • Policy Recommendation (cap_policy_recommendation)
  • Customer Segmentation (cap_customer_segmentation)
  • Claim Summarization (cap_claim_summarization)
  • Anomaly Detection (cap_anomaly_detection)
  • Time Series Forecasting (cap_time_series_forecasting)
  • Chatbot Intent Classification (cap_intent_classification)

Systems (3 new)

  • PolicyIntelligenceAgent integration
  • DamageAssessmentAgent integration
  • CustomerServiceAgent integration

Features

  • Python SDK release (v1.0.0)
  • JavaScript/TypeScript SDK release (v1.0.0)
  • Batch processing API
  • Webhook support
  • Advanced analytics dashboard

Deliverables:

  • 14 total production capabilities
  • 5 integrated business systems
  • 2 official SDKs
  • Advanced features (batch, webhooks)

Q3 2026 (July - September)

Phase 3: Advanced Features & Optimization

Capabilities (15 new)

  • Speech-to-Text (cap_speech_to_text)
  • Text-to-Speech (cap_text_to_speech)
  • Translation (cap_translation)
  • Code Generation (cap_code_generation)
  • Synthetic Data Generation (cap_synthetic_data)
  • Image Classification (cap_image_classification)
  • Object Detection (cap_object_detection)
  • Facial Recognition (cap_facial_recognition)
  • Signature Verification (cap_signature_verification)
  • Handwriting Recognition (cap_handwriting_recognition)
  • Video Analysis (cap_video_analysis)
  • Predictive Maintenance (cap_predictive_maintenance)
  • Churn Prediction (cap_churn_prediction)
  • Cross-sell Recommendation (cap_cross_sell)
  • Compliance Checking (cap_compliance_check)

Systems (3 new)

  • UnderwritingAgent integration
  • MedicalClaimsAgent integration
  • ComplianceMonitoringAgent integration

Advanced Features

  • Multi-model ensemble support
  • A/B testing framework
  • Automated model retraining
  • Federated learning support
  • Edge deployment capabilities
  • Real-time streaming processing

Deliverables:

  • 29 total production capabilities
  • 8 integrated business systems (all planned systems)
  • Advanced ML operations features
  • Edge deployment support

Q4 2026 (October - December)

Phase 4: Enterprise & Ecosystem

Capabilities (21 new - Complete 50+)

  • Remaining capabilities from dictionary
  • Custom capability builder tool
  • Capability marketplace

Enterprise Features

  • Multi-tenancy support
  • White-label deployment
  • On-premise deployment option
  • Air-gapped deployment support
  • Advanced RBAC with custom roles
  • SSO integration (SAML, OIDC)
  • Custom compliance framework support

Ecosystem

  • Partner integration program
  • Third-party capability certification
  • Community contribution guidelines
  • Developer portal
  • Training and certification program

Deliverables:

  • 50+ production capabilities
  • Enterprise-ready features
  • Partner ecosystem
  • Developer community

2027 and Beyond

Expansion Plans

Geographic Expansion

  • EU data residency compliance
  • APAC region deployment
  • Multi-region active-active setup
  • Localization (10+ languages)

Industry Expansion

  • Healthcare-specific capabilities
  • Banking and finance capabilities
  • Retail and e-commerce capabilities
  • Manufacturing capabilities

Technology Innovation

  • Quantum-resistant encryption
  • Blockchain-based audit trails
  • Zero-knowledge proof capabilities
  • Homomorphic encryption support
  • Differential privacy implementation

AI Advancements

  • GPT-5 integration
  • Multimodal AI capabilities
  • Reinforcement learning from human feedback
  • Causal AI capabilities
  • Explainable AI v2.0

Success Metrics

2026 Targets

Adoption:

  • 100+ enterprise customers
  • 1,000+ active users
  • 10M+ API calls per month
  • 50+ partner integrations

Performance:

  • 99.99% uptime SLA
  • <200ms P95 latency
  • 95%+ accuracy across all capabilities
  • <0.1% error rate

Compliance:

  • 100% audit trail coverage
  • Zero compliance violations
  • SOC 2 Type II certification
  • ISO 27001 certification

Community:

  • 1,000+ GitHub stars
  • 100+ contributors
  • 50+ community-built capabilities
  • 10,000+ documentation page views/month

Feature Requests

Top community-requested features:

  1. GraphQL API (Planned Q2 2026)
  2. Mobile SDKs (iOS, Android) (Planned Q3 2026)
  3. No-code capability builder (Planned Q4 2026)
  4. Advanced visualization tools (Planned Q3 2026)
  5. Cost optimization recommendations (Planned Q4 2026)

Research & Development

Active Research Areas

  1. Explainable AI

    • Counterfactual explanations
    • Causal inference
    • Interactive explanations

  2. Privacy-Preserving AI

    • Federated learning
    • Differential privacy
    • Secure multi-party computation

  3. Efficient AI

    • Model compression
    • Quantization
    • Knowledge distillation

  4. Responsible AI

    • Bias detection and mitigation
    • Fairness metrics
    • Ethical AI guidelines

Dependencies & Risks

Critical Dependencies

  • Cloud infrastructure availability (AWS/GCP/Azure)
  • Third-party model providers (OpenAI, Anthropic)
  • Compliance framework updates
  • Security vulnerability patches

Risk Mitigation

  • Multi-cloud strategy
  • Model provider redundancy
  • Proactive compliance monitoring
  • Regular security audits

How to Contribute

We welcome contributions to the roadmap!

  1. Feature Requests: Open an issue with the feature-request label
  2. Capability Proposals: Submit via capability proposal template
  3. Roadmap Feedback: Comment on roadmap discussions
  4. Community Voting: Vote on features in GitHub Discussions

Updates

This roadmap is reviewed and updated quarterly. Last update: January 3, 2026

Next review: April 1, 2026

Contact

For roadmap questions: