# GFS - Ghost Factory Syndicate

> The self-aware, self-extending AI operations platform.

## Overview

GFS is an AI-native operations system that:
1. **Self-Models** - Maintains a knowledge graph of its own capabilities, architecture, and business context
2. **Self-Extends** - Writes its own API endpoints and integrations on demand
3. **Self-Adapts** - Evolves business processes without human change orders
4. **Operates Autonomously** - Executes workflows with human-in-the-loop gates for critical decisions

## Core Concepts

### The Ghost (Self-Model)

The "Ghost" is GFS's understanding of itself - what it can do, what it knows, and how it fits into your business. This is stored in a knowledge graph that continuously updates.

```typescript
interface SelfModel {
  capabilities: Capability[];      // What can I do?
  knowledgeGraph: KnowledgeNode[]; // What do I know?
  businessContext: BusinessContext; // Who am I serving?
  systemArchitecture: SystemArchitecture; // How am I built?
}
```

### Agents

Agents are specialized AI workers that execute tasks:

| Agent Type | Role |
|------------|------|
| Operator | Executes routine tasks |
| Analyst | Analyzes data, provides insights |
| Coordinator | Orchestrates other agents |
| Specialist | Domain-specific expertise |
| Guardian | Security & compliance monitoring |
| Architect | Designs/modifies system (uses Dark Factory) |
| Communicator | Handles external communications |

### Ops Engine

The workflow execution layer:
- **Workflows** - Multi-step processes with triggers and conditions
- **Tasks** - Individual units of work assigned to agents
- **Human Gates** - Approval/review points requiring human input

### Intelligence Layer

Proactive insights and recommendations:
- Daily/weekly intelligence briefs
- Market monitoring and competitor alerts
- Anomaly detection and proactive fixes
- Actionable recommendations

## Directory Structure

```
lib/gfs/
├── agents/
│   ├── factory/       # Agent spawning & configuration
│   ├── runtime/       # Agent execution environment
│   └── registry/      # Agent discovery & management
├── self-model/
│   ├── knowledge-graph/ # Entity & relationship storage
│   ├── capabilities/    # Capability discovery & tracking
│   └── context/         # Business context management
├── ops-engine/
│   ├── workflows/      # Workflow definitions & execution
│   ├── tasks/          # Task queue & processing
│   └── gates/          # Human-in-the-loop gates
└── integrations/
    ├── telegram/       # Telegram bot integration
    ├── twilio/         # SMS/voice integration
    ├── email/          # Email automation
    └── webhooks/       # External webhook handling
```

## The Agentic Loop

```
┌─────────────────────────────────────────────────────────────────┐
│                     THE AGENTIC LOOP                             │
├─────────────────────────────────────────────────────────────────┤
│                                                                  │
│   ┌─────────┐    ┌─────────┐    ┌─────────┐    ┌─────────┐      │
│   │ OBSERVE │───▶│  THINK  │───▶│  PLAN   │───▶│   ACT   │      │
│   └─────────┘    └─────────┘    └─────────┘    └─────────┘      │
│        ▲                                            │            │
│        │         ┌─────────────────────────┐        │            │
│        │         │     HUMAN GATE          │        │            │
│        │         │  (when needed)          │◀───────┤            │
│        │         └─────────────────────────┘        │            │
│        │                    │                       │            │
│        │                    ▼                       │            │
│        │         ┌─────────────────────────┐        │            │
│        └─────────│    UPDATE SELF-MODEL    │◀───────┘            │
│                  └─────────────────────────┘                     │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘
```

## API Endpoints

- `POST /api/gfs/agents` - Create/spawn agent
- `GET /api/gfs/agents` - List agents
- `POST /api/gfs/workflows` - Create workflow
- `POST /api/gfs/workflows/:id/execute` - Execute workflow
- `GET /api/gfs/intelligence/brief` - Get intelligence brief
- `POST /api/gfs/integrations/:type/message` - Send via integration

## Genesis

GFS is **generated by the Dark Factory**. The system that builds itself.
