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Personal AI Infrastructure (PAI)

In Production

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.

Artificial IntelligencePythonClaude CodeReactNode.jsSQLiteOAuth 2.0API IntegrationSystem Architecture
Active
financial operations
70% improvement
context efficiency
Multiple specialized agents
agent count
24/7 operations
production uptime
Project Overview

Key Features

Universal File Context (UFC) architecture
Multiple specialized AI agents for different domains
Automated financial operations (FreeAgent API)
LinkedIn integration for AI career transition
Parkrun health analytics integration
Self-hosted location intelligence
3-layer context hydration enforcement

Business Impact

productivity
Automated task completion tracking and procrastination analysis
financial
Streamlined invoicing with automated payment tracking
health
Data-driven fitness optimization with trend analysis
career
Systematic AI job market intelligence and LinkedIn optimization
Technical Architecture

Technical Highlights

Context Efficiency

70% token usage reduction

Reduced AI context loading from 653 to 189 lines while maintaining full system awareness

Production Financial Operations

Active production system

Real-money invoice management with automated billing and OAuth refresh

Multi-Platform Integration

Unified life management system

Gmail MCP, FreeAgent API, LinkedIn API, Parkrun API, Owntracks all orchestrated

Agent Specialization

Intelligent task delegation

Multiple specialized agents each with domain expertise and tools integration

System Architecture

Core Components

Universal File Context (UFC) SystemAgent Portfolio (9 specialized agents)Context Hydration EnforcementTools-First Integration Protocol

Data Flow

User Request → Context Assessment → Agent Selection → Context Loading → Execution → Progress Tracking

Integrations

Gmail MCP (Email/Calendar)
FreeAgent API (Financial)
LinkedIn API + Apify (Career)
Parkrun API (Health)
Owntracks API (Location)
Obsidian MCP (Knowledge)
Performance Metrics
70%
Context Efficiency Improvement
Reduced from 653 to 189 lines
Active
Financial Operations
Real production invoicing
24/7
Production Uptime
Continuous operation

Agent Portfolio Status

Financial Management Agent - Active (FreeAgent integration)
Career Development Agent - Active (LinkedIn integration)
Health Analytics Agent - Active (284+ parkruns tracked)
Location Intelligence Agent - Active (Self-hosted)
Email Management Agent - Active (Gmail MCP)
Knowledge Manager Agent - Active (Obsidian)
Content Creation Agent - Active (Daily briefing)
Interactive CV Agent - Active (This website)
Personal Consultant Agent - Active (Master orchestrator)
Enterprise Applications

Intelligent context loading for enterprise AI systems

Role-based AI assistant deployment

API-first integration architecture

Centralized orchestration with distributed execution