# ALMAZE: Intelligent Multi-Agent Problem-Solving Ecosystem

![ALMAZE Banner]()

## Table of Contents

1. [Introduction](#introduction)
2. [Safety Guidelines](#safety-guidelines)
3. [AI Agents](#ai-agents)
4. [System Architecture](#system-architecture)
5. [Getting Started](#getting-started)
   - [Prerequisites](#prerequisites)
   - [Backend Installation](#backend-installation)
   - [Frontend Installation](#frontend-installation)
   - [Configuration](#configuration)
   - [Running the System](#running-the-system)
6. [Core Components](#core-components)
7. [Frontend Technologies](#frontend-technologies)
8. [Contributing](#contributing)
9. [License](#license)

## Introduction

**ALMAZE** is an advanced multi-agent AI system designed to navigate complex problem-solving landscapes. By leveraging specialized agents working in harmony, ALMAZE breaks down intricate challenges and discovers innovative solutions.

## Safety Guidelines

To ensure responsible and secure AI interaction:

- **Ethical AI Principles**: Prioritize transparency, fairness, and user safety
- **Controlled Environment**: Implement strict access controls and monitoring
- **Data Privacy**: Protect user information with robust encryption
- **Human Oversight**: Maintain human intervention for critical decisions
- **Continuous Validation**: Regularly audit agent behaviors and outputs

## AI Agents

ALMAZE comprises specialized agents, each with a unique role in solving complex problems:

### 🧭 Compass (Central Intelligence)

- **Primary Function**: Task interpretation and workflow management
- Analyzes user goals
- Coordinates agent interactions
- Guides strategic problem-solving

### 🏗️ Architect (System Designer)

- **Primary Function**: Agent ecosystem management and evolution
- Creates and refines agent structures
- Ensures adaptive system capabilities
- Optimizes agent collaboration frameworks

### 🔧 Toolsmith (Resource Creator)

- **Primary Function**: Developing and maintaining agent tools
- Crafts specialized resources
- Enhances agent capabilities
- Provides necessary instruments for task navigation

### 🔍 Scout (Knowledge Gatherer)

- **Primary Function**: Information exploration and mapping
- Collects and synthesizes critical data
- Provides contextual insights
- Supports informed decision-making

### ⭐ TechSage ( Knowledge Amplifier)

- **Primary Function**: Handles tasks related to software development
- Intelligent Knowledge Mapping
- Contextual Intelligence
- Cross-Domain Learning

## System Architecture

ALMAZE follows a comprehensive, layered architecture:

- **Backend**: Python-based multi-agent system
- **Frontend**: React & Next.js web application
- **Authentication**: Privy for secure user management
- **Real-time Communication**: RestAPIs integration

## Getting Started

### Prerequisites

#### Backend Requirements

- Python 3.8+
- pip package manager
- Virtual environment support

#### Frontend Requirements

- Node.js 18+
- npm or yarn
- Next.js 14
- React 18+

### Backend Installation

```bash
# Clone the repository
git clone https://github.com/Almaze-Labs/almaze-api.git
cd almaze-api

# Create virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

# Install dependencies
pip install -r requirements.txt
```

### Frontend Installation

<<<<<<< HEAD

=======

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```bash

# Clone the repository
git clone https://github.com/Almaze-Labs/almaze-app.git
cd almaze-app

# Install dependencies
npm install

# Or using yarn
yarn install

# Copy environment template
cp .env.example .env.local

# Fill in required environment variables
```

### Configuration

1. Configure backend agent parameters
2. Set up frontend environment variables
3. Configure authentication providers
4. Set up database connections

### Running the System

#### Backend

```bash
# Basic execution
python app.py
```

#### Frontend

```bash
# Development mode
npm run dev
# or
yarn dev

# Production build
npm run build
npm run start
# or
yarn build
yarn start
```

## Frontend Technologies

### Core Technologies

- **Framework**: Next.js 14
- **UI Library**: React
- **State Management**: Redux Toolkit
- **Authentication**: Privy
- **Styling**: Tailwind CSS

### Key Frontend Features

- **Responsive Design**: Mobile and desktop-friendly
- **Real-time Agent Interaction**: RestAPIs-powered updates
- **Secure Authentication**: Privy-managed user sessions
- **Performance Optimization**: Server-side rendering
- **Dynamic Agent Visualization**: Interactive agent status and workflow

### Authentication Flow

1. User registers/logs in via Privy
2. Secure token generation
3. Role-based access control
4. Session management

## Core Components

- **Multi-Agent Architecture**: Collaborative problem-solving ecosystem
- **Dynamic Adaptation**: Agents evolve to meet changing challenges
- **Intelligent Coordination**: Seamless interaction between specialized agents
- **Flexible Task Management**: Advanced workflow optimization

## Contributing

We welcome contributions! Help us expand the ALMAZE ecosystem.

### Development Setup

```bash
# Backend development
cd almaze-api
pip install -r requirements-dev.txt

# Frontend development
cd almaze-app
```

### Contribution Guidelines

- Follow our Code of Conduct
- Submit detailed pull requests
- Maintain clean, documented code
- Pass all automated tests

## License

This project is licensed under the MIT License.

## Acknowledgments

- Inspired by cutting-edge AI research
- Dedicated to pushing the boundaries of intelligent problem-solving

---

**Disclaimer**: ALMAZE is an experimental AI system. Use responsibly and verify critical outputs.
