Production Multi-Agent AI System
Advanced AI system implementing Universal File Context (UFC) for automated life management. Manages real financial operations, career development, and health analytics with 70% context efficiency improvement.
Reduced AI context loading from 653 to 189 lines while maintaining full system awareness
Real-money invoice management with automated ICBC billing and OAuth refresh
Gmail MCP, FreeAgent API, LinkedIn API, Parkrun API, Owntracks all orchestrated
9 specialized agents each with domain expertise and tools integration
User Request → Context Assessment → Agent Selection → Context Loading → Execution → Progress Tracking
Intelligent context loading for enterprise AI systems
Role-based AI assistant deployment
API-first integration architecture
Centralized orchestration with distributed execution
Three-layer context loading with specialized agent portfolio
Real-time monitoring of 9 specialized agents and their operations
Context efficiency, financial operations, and health analytics
Automated context loading and agent selection process