# Architecture Documentation

## System Overview

Kaizen AI is built on the Kailash SDK, providing signature-based programming and enterprise AI capabilities.

## Key Components

### BaseAgent
Core agent abstraction with:
- Signature-based input/output
- Async execution strategies
- Shared memory integration
- Chain-of-thought support

### Workflow System
- WorkflowBuilder for constructing agent workflows
- LocalRuntime for execution
- Node-based composition
- Parameter injection and configuration

### Execution Strategies
- AsyncSingleShotStrategy (default)
- SyncSingleShotStrategy
- Multi-cycle strategies (coming)

### Memory System
- Shared memory pools for multi-agent
- Importance-based retrieval
- Tag-based filtering
- Persistent storage (DataFlow)

## Deployment Architecture

```
┌─────────────────────────────────────────┐
│           Load Balancer                 │
└─────────────────┬───────────────────────┘
                  │
        ┌─────────┴─────────┐
        │                   │
┌───────▼────────┐  ┌───────▼────────┐
│  Kaizen Pod 1  │  │  Kaizen Pod 2  │
│  ┌──────────┐  │  │  ┌──────────┐  │
│  │ Agent    │  │  │  │ Agent    │  │
│  │ Runtime  │  │  │  │ Runtime  │  │
│  └──────────┘  │  │  └──────────┘  │
└────────┬───────┘  └────────┬───────┘
         │                   │
         └─────────┬─────────┘
                   │
         ┌─────────▼─────────┐
         │   Shared Memory   │
         │   (Redis/DB)      │
         └───────────────────┘
```

## Security

- Non-root containers
- Read-only filesystems
- Network policies
- Secret management
- TLS encryption

## Monitoring

- Prometheus metrics
- Grafana dashboards
- Health check endpoints
- Distributed tracing (planned)
