🧩 Technology Stack
Block Box combines artificial intelligence, computer vision, and blockchain integration into a streamlined, Telegram-native user experience. Each component of the system is chosen to optimize performance, scalability, and user accessibility — while preparing for a decentralized future.
🧠 AI & Machine Learning
Block Box uses a proprietary AI model designed to interpret technical charts through image input. Key components include:
Computer Vision (CV): Used to identify candlestick formations, chart patterns, trendlines, and indicators from uploaded images.
Pattern Recognition Engine: Detects common technical analysis structures such as Head & Shoulders, Double Tops/Bottoms, Channels, Wedges, etc.
Contextual Decision Layer (in development): Evaluates price behavior in context, suggesting trade ideas based on timeframes, positioning, and risk structure.
💬 Telegram Bot Architecture
Built using Node.js with Telegram Bot API
Image pre-processing with Python (OpenCV) and server-side model inference
Stateless design with optional user ID tagging for future personalization
Message-driven workflow for lightweight UX and fast response
Telegram is chosen for its strong presence among traders, real-time interaction capabilities, and ease of access across mobile and desktop.
🧱 Blockchain Integration
$BLOCK Token (ERC-20 / BSC / TBA): Used to unlock features, access premium tools, and participate in governance.
Token-Gating System: Wallet-based access control for premium signals and feature tiers (planned via web companion).
DAO & Voting System (Phase 4): Community governance will be implemented using open-source DAO tooling (Snapshot, Tally, or custom smart contracts).
🌐 Infrastructure & Hosting
Backend hosted on cloud-based containers with scalable architecture (AWS / DigitalOcean)
Redundancy and uptime guaranteed via bot mirroring
All data processed in-memory; no chart data stored permanently (privacy-first approach)
🛡️ Security & Privacy Practices
No private keys, trading accounts, or wallet info stored
Bot requests are ephemeral and encrypted
No third-party integrations without explicit user permissions
📌 Future Stack Development
AI model fine-tuning via user feedback loop
Support for real-time chart interpretation via WebSocket feeds
Integration of chart rendering via TradingView chart image generator (auto-snapshot from ticker input)
Optional AI co-pilot interface via web dashboard
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