🎯
Training Dashboard
Comprehensive LoRA fine-tuning interface with real-time monitoring,
advanced configuration, and automated job management.
- 20+ training parameters
- Real-time GPU monitoring
- 4 preset configurations
- Config save/load (JSON)
- Live job tracking
⚛️
Quantum ML Pipeline
Hybrid quantum-classical machine learning with PennyLane,
Azure Quantum integration, and circuit optimization.
- Quantum circuit training
- Azure Quantum jobs
- 8 MCP server tools
- Local & cloud simulators
- Cost estimation
💬
Multi-Provider Chat
Unified chat CLI supporting Azure OpenAI, OpenAI, LoRA adapters,
and local echo with automatic provider detection.
- 4 provider backends
- Auto-detection & fallback
- Streaming responses
- Memory persistence (SQL/Cosmos)
- CLI & API interfaces
📊
Evaluation Suite
Automated model evaluation with perplexity metrics, loss tracking,
and comparison tools for iterative improvement.
- Perplexity calculation
- Loss comparison
- Batch evaluation
- Model ranking
- Export reports (MD/JSON)
🗃️
Dataset Manager
Browse, validate, and manage training datasets with automatic
sample counting and format validation.
- Auto-discovery
- Sample counting
- Format validation
- Train/test splits
- Dataset generation
🔌
API Gateway
Azure Functions unified API with /chat, /quantum, and /ai/status
endpoints. Dynamic imports from all three projects.
- Multi-project integration
- SQL/Cosmos persistence
- Telemetry (App Insights)
- Rate limiting
- CORS enabled
📈
Resource Monitor
Real-time GPU, CPU, memory, and disk monitoring with historical
tracking and alert thresholds.
- GPU utilization & VRAM
- CPU & RAM usage
- Process tracking
- Historical graphs
- Alert system
🔄
CI/CD Pipeline
Automated testing, validation, and deployment orchestration
with master scheduler and job coordination.
- 40 unit tests
- 30 integration tests
- Orchestrator validation
- Artifact packaging
- Deployment automation
👤
Aria Character
Interactive AI character with natural language commands,
3D CSS animations, and LLM-powered auto-execution.
- Natural language commands
- 8 core action types
- Object interaction & physics
- World generation via LLM
- Dark mode support