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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
£152K+ managed
financial operations
70% improvement
context efficiency
9 specialized agents
agent count
24/7 operations
production uptime
Project Overview

Key Features

Universal File Context (UFC) architecture
9 specialized AI agents for different domains
Automated financial operations (FreeAgent API)
LinkedIn integration for AI career transition
Parkrun health analytics (273+ runs tracked)
Self-hosted location intelligence
3-layer context hydration enforcement

Business Impact

productivity
Automated task completion tracking and procrastination analysis
financial
Streamlined invoicing with 14-day ICBC payment automation
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

£152K+ successfully processed

Real-money invoice management with automated ICBC 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

9 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
£152K+
Financial Operations Managed
Real production invoicing
24/7
Production Uptime
Continuous operation

Agent Portfolio Status

Financial Management Agent - Active (£152K+ processed)
Career Development Agent - Active (LinkedIn integration)
Health Analytics Agent - Active (273+ 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

Architecture & Visual Documentation

UFC System Architecture

Three-layer context loading with specialized agent portfolio

Visual: Architecture

Agent Dashboard

Real-time monitoring of 9 specialized agents and their operations

Visual: Dashboard

Performance Metrics

Context efficiency, financial operations, and health analytics

Visual: Metrics

Context Hydration Flow

Automated context loading and agent selection process

Visual: Workflow
Project Links