# MASTER SYSTEM ARCHITECTURE & RECOVERY BLUEPRINT
**System Tag:** The Organism Multi-Agent Matrix
**Protocol:** [LK] Protocol
**Phase Status:** 100% Phase 4 Operational
**Workspace Root:** C:\Users\leonk\Documents\AI_Projects\ai_workspace

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## 1. EXECUTIVE SYSTEM ARCHITECTURE
The Organism operates as a local multi-agent environment served on port 8000 via a Python HTTP server and orchestrated by continuous telemetry cycles.

- **Primary Web Interface:** http://localhost:8000/index.html
- **Python Runtime:** C:\Users\leonk\AppData\Local\Programs\Python\Python312\python.exe
- **Agent Directory:** C:\Users\leonk\Documents\AI_Projects\ai_workspace\agents
- **Data/Telemetry Directory:** C:\Users\leonk\Documents\AI_Projects\ai_workspace\data

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## 2. ACTIVE DEPARTMENT MATRIX (10 MASTER AGENTS)
1. **[ELAINA] Knowledge Agent** (knowledge_retrieval_agent.py) - Retrieval & Fact Node (18 Local Files, Wikipedia REST API, Meta Llama 3 8B)
2. **[SAM] Manager Agent** (sam_manager_agent.py) - Task Router & Orchestration Conductor
3. **[ANGIE] Inspector Agent** (system_health_matrix.py) - Readiness & Hardware/OS Validation (Port 8000)
4. **[ELIZABETH] Content Intelligence** (run_elizabeth_production.py) - RSS & News Feeds (10 AI / 5 Clean Energy)
5. **[JOSH] Sales Integration Agent** (mall_catalog_agent.py) - Catalog & Storefront Integration
6. **[MICHAEL] Technical Integrity Node** (validation_agent.py) - Data Validation & Quality Checks
7. **[SUSANNA] Operations Environment** (susanna_outreach.py / sync_susanna.py) - Directory Health & Outreach
8. **[ALBERT] Scientific Validation** (autonomous_evaluation_agent.py) - Hypotheses & Model Testing
9. **[VAGUS] Energy Homeostasis** (vagus_predictor.py) - CPU & Energy Resource Management
10. **[NELSON] Protection & Waste Disposal** (nelson_waste_disposal.py) - Snapshots & Purge Operations

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## 3. CORE RECOVERY PROCEDURES (ONE-TOUCH RESTORE)

### 1. Start Web Server
& "C:\Users\leonk\AppData\Local\Programs\Python\Python312\python.exe" -m http.server 8000 --directory "C:\Users\leonk\Documents\AI_Projects\ai_workspace"

### 2. Execute Single Cycle
& "C:\Users\leonk\AppData\Local\Programs\Python\Python312\python.exe" agents\run_all_agents.py

### 3. Continuous Background Loop
while ($true) { & "C:\Users\leonk\AppData\Local\Programs\Python\Python312\python.exe" agents\run_all_agents.py; Start-Sleep -Seconds 10 }