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Continuum MAAAS Documentation

Welcome to the comprehensive documentation for Continuum, a Marketing Agency As A Service platform.

🎯 Overview

Continuum is a comprehensive Marketing Agency As A Service platform designed to provide end-to-end digital marketing solutions through a microservices architecture. The system combines intelligent automation, creative production capabilities, and scalable infrastructure to deliver professional marketing services.

Current Development Focus: The platform is currently in active development, with comprehensive architectural documentation covering all five functional areas. Detailed implementation documentation is available for Production & Distribution components (Montagist and Animation Designer Bot), while other core system areas are being designed and will be documented as the architecture evolves.

🏗️ Architecture Highlights

  • Microservices Architecture: Modular design enabling independent development and scaling
  • C4 Model Documentation: Following industry best practices for architectural documentation
  • Domain-Driven Design: Clear bounded contexts and ubiquitous language
  • Multi-Agent AI System: Intelligent automation across all production stages

📚 Documentation Structure

Our documentation follows a hierarchical structure from high-level context to implementation details:

Documented Components

  • Montagist: Intelligent video assembly and editing system (detailed documentation available)
  • Animation Designer Bot: AI-powered animation creation (detailed documentation available)
  • Multi Engine Render Farm: Distributed rendering infrastructure (basic documentation)
  • Quality Control System: Automated quality assurance (basic documentation)
  • Visual Data Modeler: Data visualization and modeling tools (basic documentation)

Note: This documentation provides comprehensive architectural coverage of all five functional areas of the Continuum MAAAS platform. While detailed implementation documentation is currently focused on Production & Distribution components, the complete system architecture encompasses Planning & Strategy, Analytics & Optimization, Interaction & Collaboration, and Core Operations & Administration.

Functional Areas

  • Production & Distribution: Content creation and delivery pipeline
  • Planning & Strategy: Campaign planning and strategic tools
  • Analytics & Optimization: Performance monitoring and optimization
  • Interaction & Collaboration: Team collaboration and client interaction
  • Core Operations & Administration: System administration and operations

🚀 Quick Start

  1. Explore the Master Plan: Start with our comprehensive system overview covering all five functional areas
  2. Architecture Overview: Understand the high-level system design and microservices architecture
  3. Production Components: Dive into Montagist and Animation Designer Bot (most detailed implementation docs)
  4. System Architecture: Review architectural decisions and design patterns across all containers

Current Status: This documentation provides complete architectural coverage of the Continuum MAAAS platform, with detailed implementation documentation available for Production & Distribution components. All five functional areas are architecturally defined and documented.

🔧 Technical Stack

Core Technologies

  • Python: Primary language for AI/ML.
  • Node.js: JavaScript runtime for web services and real-time communication, automation, and backend services
  • TypeScript: Type-safe JavaScript for frontend and backend development
  • Rust: For performance critical Modules.
  • Docker: Containerized deployment and orchestration
  • Kubernetes: Container orchestration and scaling

Frontend & User Interface

  • Next.js: React framework with SSR and API routes
  • React: Component-based UI library
  • Tailwind CSS: Utility-first CSS framework
  • WebSockets: Real-time communication
  • Socket.io: Advanced WebSocket library

Backend & APIs

  • FastAPI: Modern Python web framework
  • Express.js: Node.js web framework
  • JWT: Token-based authentication
  • GraphQL: Query language for APIs
  • REST APIs: Standard API architecture

Databases & Storage

  • PostgreSQL: Primary relational database
  • MongoDB: Document database for unstructured data
  • Redis: In-memory data store and caching
  • Elasticsearch: Search and analytics engine
  • ClickHouse: Time-series analytics database
  • AWS S3: Object storage and CDN

AI & Machine Learning

  • OpenAI API: GPT models for text generation
  • Anthropic: Claude models for advanced reasoning
  • Hugging Face: Open-source model hub
  • PyTorch: Deep learning framework
  • OpenCV: Computer vision library
  • MediaPipe: Media processing framework
  • LangChain: LLM application framework

Content Creation & Rendering

  • Natron: Advanced compositing and visual effects
  • MLT: Professional video rendering engine
  • Adobe After Effects: Professional motion graphics
  • FFmpeg: Media processing and conversion
  • Cairo: 2D graphics library
  • Skia: Graphics engine
  • Lottie: Animation format
  • Pango: Text rendering

Automation & Workflows

  • Celery: Distributed task queue
  • Bull Queue: Redis-based job queue
  • Puppeteer: Browser automation
  • OR-Tools: Optimization library
  • CVXPY: Convex optimization

Monitoring & Infrastructure

  • Prometheus: Metrics collection
  • Grafana: Monitoring dashboards
  • AWS CloudFront: CDN and distribution
  • Route53: DNS management
  • DynamoDB: NoSQL database for worker management

📖 Documentation Standards

This documentation follows: - C4 Model: Context, Container, Component, and Code level documentation - Arc42: Standardized software architecture documentation template - DDD Principles: Domain-driven design with clear boundaries - Mermaid Diagrams: Visual representation of system architecture

This documentation is continuously updated to reflect the latest system architecture and implementation details. For questions or contributions, please refer to our GitHub repository.