Table of Contents

• Overview
• Key Features
• Architecture
• Quick Start
• Installation
• Usage
• Provider System
• Development Tools
• Examples
• API Reference
• Deployment
• Contributing
• License

Overview

AAABuilder addresses the growing complexity of AI/ML development by providing a unified framework that handles everything from simple text generation to complex multimodal AI systems. Unlike other solutions that focus on specific domains, AAABuilder offers comprehensive support across all AI/ML paradigms with enterprise-grade features.

Why Choose AAABuilder?

Key Features

Unified Provider System

• Single Interface: Access all AI/ML models through one consistent API
• Automatic Discovery: Provider registry with automatic model detection
• Priority Routing: Intelligent provider selection based on capabilities
• Model Optimization: Built-in quantization, pruning, and caching

Advanced Audio Processing

• Real-time Streaming: WebRTC, WebSocket, gRPC backends
• Speaker Identification: ECAPA-TDNN, X-Vector, Wav2Vec2 models
• Emotion Detection: 7-emotion classification with arousal-valence
• Audio Enhancement: RNNoise, Facebook Denoiser, NVIDIA NoiseRed
• Speech Processing: OpenAI Whisper, custom ASR/TTS models

Computer Vision

• Object Detection: YOLO v5/v8/v10, Faster R-CNN, SSD
• Image Classification: ResNet, EfficientNet, MobileNet, Vision Transformers
• Segmentation: U-Net, DeepLab, Mask R-CNN
• OCR: Tesseract, EasyOCR, PaddleOCR integration
• Face Recognition: FaceNet, ArcFace, DeepFace

Traditional Machine Learning

• Scikit-learn: Classification, regression, clustering, dimensionality reduction
• XGBoost: Gradient boosting for structured data
• LightGBM: Light gradient boosting machine
• TensorFlow: Custom neural networks and Keras models
• Model Optimization: Hyperparameter tuning and model compression

Development Tools

Debugging Framework

import { AgentDebugger } from './src/debug';

const debugger = new AgentDebugger(providerRouter);

// Start debug session
const sessionId = await debugger.startDebugSession(agentContent, inputData);

// Set breakpoints
debugger.setBreakpoint(sessionId, 'step-id');

// Step through execution
const result = await debugger.stepNext(sessionId);

// Inspect variables
const variables = debugger.getSessionState(sessionId)?.variables;

Testing Framework

import { AgentTester } from './src/testing';

const tester = new AgentTester(providerRouter);

// Run test suite
const result = await tester.runTestSuite({
  name: 'My Agent Tests',
  agentContent: agentFile,
  testCases: [
    {
      name: 'Basic test',
      input: { message: 'Hello' },
      expectedOutput: { response: 'Hello back!' }
    }
  ]
});

// Performance benchmarking
const benchmark = await tester.benchmarkAgent(agentContent, 100);

Interactive Playground

# Start interactive development environment
npm run playground

# Available commands:
# load <file>     - Load agent file
# debug <file>    - Start debugging session
# test <file>     - Run tests
# validate <file> - Validate agent
# docs <file>     - Generate documentation

Project Scaffolding

# Create new project with interactive wizard
npm run create

# Create from template
npm run create:interactive

# List available templates
npm run templates

Auto-Documentation

# Generate comprehensive documentation
npm run docs

# Watch mode for development
npm run docs:watch

# Generate OpenAPI spec
npm run docs:openapi

# Generate HTML documentation
npm run docs:html

Enterprise Security

• JWT Authentication: Secure token-based authentication
• Role-Based Access Control: Granular permissions system
• Rate Limiting: Configurable request throttling
• Encryption: Data encryption at rest and in transit
• Audit Logging: Comprehensive security event tracking
• API Key Management: Secure API key handling

Architecture

AAABuilder/
├── src/                          # TypeScript source code
│   ├── providers/                # Unified provider system
│   │   ├── ProviderRouter.ts        # Central router
│   │   ├── ModelRegistry.ts         # Provider registry
│   │   ├── ModelOptimizer.ts        # Optimization framework
│   │   ├── AudioProviders.ts        # Audio processing
│   │   ├── Traditional ML/          # Scikit-learn, XGBoost, etc.
│   │   ├── Computer Vision/         # YOLO, ResNet, etc.
│   │   └── Audio Processing/        # Whisper, emotion detection
│   ├── debug/                    # Debugging tools
│   │   └── AgentDebugger.ts         # Step-by-step debugging
│   ├── testing/                  # Testing framework
│   │   └── AgentTester.ts           # Automated testing
│   ├── scaffolding/             # Project scaffolding
│   │   └── ProjectScaffolder.ts     # Template system
│   ├── documentation/            # Auto-documentation
│   │   └── DocumentationGenerator.ts
│   ├── playground/               # Interactive development
│   │   └── AgentPlayground.ts       # Real-time environment
│   └── security/                 # Security types
│       └── types.ts                 # Auth & authorization
├── lib/                          # Compiled JavaScript
├── bin/                          # CLI executables
├── examples/                     # Example agents
├── templates/                    # Project templates
└── plugins/                      # Plugin system

Quick Start

Prerequisites

• Node.js 18.0.0 or higher
• npm 8.0.0 or higher
• TypeScript 5.3+ (recommended)

Installation

# Install globally
npm install -g aaab

# Verify installation
aaab --version

Your First Agent

# Create new project
aaab create my-ai-project

# Navigate to project
cd my-ai-project

# Set API keys
export OPENAI_API_KEY="your-api-key-here"

# Start development server
npm run dev

Basic Agent Example

@agent hello-world v1
description: "Simple greeting agent"

secrets:
  - name: OPENAI_API_KEY
    type: env
    value: OPENAI_API_KEY

variables:
  name:
    type: input
    path: name
    required: true

steps:
  - id: greet
    type: llm
    provider: openai
    model: gpt-4o
    prompt: "Greet {name} warmly"
    save: greeting

outputs:
  message: "{greeting}"
@end

Installation

Global Installation

npm install -g aaab

Local Development

# Clone the repository
git clone https://github.com/Init-Abdellm/AAABuilder.git
cd AAABuilder

# Install dependencies
npm install

# Build the project
npm run build

# Start development server
npm run dev

Docker Installation

# Pull the image
docker pull aaabuilder/aaabuilder:latest

# Run the container
docker run -p 5000:5000 \
  -e OPENAI_API_KEY=your-key \
  aaabuilder/aaabuilder:latest

Usage

CLI Commands

# Core commands
aaab run <file>              # Execute agent file
aaab validate <file>         # Validate agent syntax
aaab serve --port 5000       # Start HTTP server

# Development tools
aaab debug <file>            # Start debugging session
aaab test <file>             # Run test suite
aaab playground              # Start interactive playground
aaab create <project>        # Create new project
aaab docs <file>             # Generate documentation

# Provider management
aaab providers --list        # List available providers
aaab providers --test        # Test provider connections
aaab providers --optimize    # Optimize model performance

Advanced Usage

# Vision operations
aaab vision --classify image.jpg
aaab vision --detect image.jpg
aaab vision --ocr document.pdf

# Audio operations
aaab audio --stt audio.wav
aaab audio --tts "Hello world"
aaab audio --emotion audio.wav
aaab audio --speaker audio.wav

# Machine learning
aaab ml --train config.json
aaab ml --predict model.pkl data.json
aaab ml --optimize model.pkl

# Vector databases
aaab vector-db --create my-db
aaab vector-db --search my-db docs "query"

Provider System

Unified Provider Interface

import { createProviderRouter, ProviderConfig } from './src/providers';

// Configure providers
const config: ProviderConfig = {
  // Trad