# Self-Improve System Architecture

## Core Components

### Learning Loop
```
User → Feedback → Model → New State → Performance → Compare → Converge/Iterate
```# Self-Improve System Architecture

## Core Components

### Learning Loop
```
                    ┌──────────────┐
                    │   User/Env   │
                    └──────┬───────┘
                         │
                         ▼
          ┌──────────────┼──────────────┐
          │              ▼              │
          │    ┌────────────────┐       │
          │    │    Feedback    │       │
          │    └────────────────┘       │
          │              │       │
          │              ▼       │
          │    ┌────────────────┐   │
          │    │    Model AI    │───┤
          │    └────────────────┘   │
          │              │       │
          │              ▼       │
          │    ┌────────────────┐   │
          │    │   New State    │   │
          │    └────────────────┘   │
          │              │       │
          │              ▼       │
          │    ┌────────────────┐   │
          │    │ Performance    │   │
          │    └────────────────┘   │
          │              │         │
          │              ▼         │
          │    ┌────────────────┐   │
          │    │    Compare     │───┤
          │    └────────────────┘   │
          │              │         │
          │              ▼         │
          │    ┌────────────────┐   │
          │    │   Converge     │   │
          │         or         │   │
          │    ┌────────────────┐   │
          │    │  Iterate AI    │───┘
          │    └────────────────┘
          └──────────────────────────┘
```

### Key Components
1. **Feedback Mechanism** - Channels for receiving system performance data
2. **Model AI** - Core intelligence responsible for state transitions
3. **Performance Metrics** - Quantifiable measures for evaluating improvements
4. **Comparison Engine** - Determines if changes represent actual improvement
5. **Convergence Module** - Applies validated improvements to the system

## Feedback Channels
- User reports & ratings
- System error logs
- Performance analytics
- A/B testing results
- External data sources## Computational Requirements

### Hardware Specifications
| Component | Minimum | Recommended |
|-----------|---------|-------------|
| CPU | 4-core modern | 8-core with hyper-threading |
| Memory | 16 GB RAM | 32 GB RAM |
| Storage | 50 GB SSD | 1 TB NVMe |
| GPU | Not required | RTX 3090 or equivalent |

### Software Requirements
```yaml
dependencies:
  python: '3.8.0'
  torch: '2.0.0'
  transformers: '4.0.0'
  langchain: '0.1.5'
  sseclient: '1.1.3'
  uvloop: '0.17.0'
  aiohttp: '3.8.1'

system_requirements:
  - Docker 20.10+
  - Kubernetes (for production)
  - PostgreSQL 12+
  - Redis 6.2+