# High-Level Architecture

1. <mark style="color:purple;">**Data Layer**</mark>

   * Connection to APIs of various exchanges, as well as to blockchain explorers (Solscan, Etherscan), news aggregators and social networks (Twitter, Reddit).
   * Data storage in a database (SQL/NoSQL) or Data Warehouse where it is available for analysis.

2. <mark style="color:purple;">**Analytics Layer**</mark>

   * Machine learning modules for predicting price trends, analyzing news background and identifying market patterns.
   * NLP (Natural Language Processing) tools to analyze the tone of tweets, forum posts and articles.

3. <mark style="color:purple;">**Application Layer (Application and Services Layer)**</mark>

   * Modules:
     * Recommendation module: personalized advice on trading, investments, strategy selection.
     * Portfolio Management Module: asset accounting, results display, reporting.
     * Trading Bot module: interaction with exchange APIs, placing orders according to specified rules.
     * Training module: content for beginners and professionals (guides, video lessons, articles).

4. <mark style="color:purple;">**User Interface Layer (Interface Layer)**</mark>

   * Web application with dashboards, graphs and settings.
   * Mobile application on iOS and Android for quick access to functions.
   * Chatbots (Telegram) for prompt receipt of information, rates and signals.
