docs/ROADMAP.md

Development Roadmap

Week 1-2: Foundation ✅ COMPLETE

• Environment setup on Hugging Face Spaces
• Project structure creation
• Triage Agent implementation
• Basic Gradio interface
• Sample dataset preparation

Week 3-4: Assignment Agent 🔄 IN PROGRESS

• Developer expertise modeling from Git history
• Workload tracking system
• Assignment algorithm (graph-based matching)
• Integration with Triage Agent
• Testing with sample developer profiles

Week 5-6: Resolution Agent ⏳ PLANNED

• Fine-tune BERT on historical bug data
• Implement RAG pipeline with Qdrant
• Build solution recommendation logic
• Integrate with knowledge graph
• Create solution feedback loop

Week 7-8: Analytics Agent ⏳ PLANNED

• Metrics collection system
• Dashboard creation (Gradio + Plotly)
• Predictive analytics for capacity planning
• Performance benchmarking
• A/B testing framework

Week 9-10: FastAPI Backend ⏳ PLANNED

• REST API endpoints for all agents
• Authentication and authorization
• Rate limiting and caching
• API documentation (Swagger)
• Integration tests

Week 11-12: External Integrations ⏳ PLANNED

• JIRA API integration
• GitHub Issues integration
• Slack notifications
• Webhook support
• OAuth implementation

Week 13-14: Production Deployment ⏳ PLANNED

• Docker containerization
• Kubernetes manifests
• CI/CD pipeline (GitHub Actions)
• Monitoring setup (Prometheus/Grafana)
• Load testing

Week 15+: Optimization & Scaling ⏳ FUTURE

• GPU support for faster inference
• Model quantization
• Distributed processing
• Multi-language support
• Enterprise features

GPU Requirements

Current Phase (1-2): CPU sufficient ✅
Phase 3-4: GPU recommended for:

• Fine-tuning BERT models
• Large-scale embedding generation
• Real-time inference at scale

Recommendation: Apply for Hugging Face GPU grant in Phase 2 for Phase 3 work.