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Real-time Reflexivity Score powered by Chainlink, AWS, and Soros' Reflexivity Theory Track leverage cycles, market volatility, and systemic risk using decentralized data and transparent on-chain publishing.

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AnkurKumarShukla/linkbackend

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Reflexive Vault (Backend)

Chainlink Go Python FastAPI Docker AWS SQLite EVM

Real-time Reflexivity Score powered by Chainlink, AWS, and Soros' Reflexivity Theory
Track leverage cycles, market volatility, and systemic risk using decentralized data and transparent on-chain publishing.


Chromium Hacks (Direct code link link)

Architecture Diagram

📦 Tech Stack

Category Technology
Real-time Data Feed Chainlink Data Streams (Go SDK)
Data Storage SQLite (Lightweight DB)
API & Processing Python FastAPI
On-Chain Integration Chainlink Functions
Smart Contracts EVM-Compatible Blockchain
Infrastructure Docker, AWS EC2

⚡ Features

✅ Real-time decentralized market data ingestion
✅ Computes Reflexivity Score based on Momentum, Volatility, and Open Interest Growth
✅ Transparent on-chain publishing with Chainlink Functions
✅ Secure, scalable deployment with Docker and AWS
✅ Modular architecture for easy expansion


More about solution : Documentation

🛠️ Setup & Run Instructions

Prerequisites:

Steps to Run:

git clone <your-repo-url>
cd <your-repo-directory>
docker compose up --build

API will be available at: http://localhost:8000


🌐 API Endpoints

Method Endpoint Description
GET /streamrecords Fetch raw market data from SQLite
GET /reflexivity Compute Reflexivity Score (requires stream_id query param)

Example:

curl "http://localhost:8000/reflexivity?stream_id=123"

🎯 Reflexivity Score Concept

Based on George Soros' Theory of Reflexivity:
Markets exhibit feedback loops where perceptions influence fundamentals, amplifying volatility and leverage cycles.

Reflexivity Score Market Interpretation
High Elevated leverage, instability risk
Low Market stability, conservative phase

🎬 Demo & Visuals

⚠️ For Hackathon: Add demo video link or screenshots here if available.
Example:

🎬 Demo & Visuals

Watch Demo


🚀 Future Roadmap

  • ☁️ Migrate to PostgreSQL/DynamoDB for scalable storage
  • 📊 Advanced dashboards & real-time visualizations
  • 🔗 Integrate multiple exchanges for broader market coverage
  • 🤖 ML-based dynamic indicator weighting
  • 💡 Full automation of smart contract trading logic

🤝 Contributing

PRs and feedback welcome! For major changes, please open an issue first to discuss.


🛡️ License

This project is licensed under MIT - see the LICENSE file for details.


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Real-time Reflexivity Score powered by Chainlink, AWS, and Soros' Reflexivity Theory Track leverage cycles, market volatility, and systemic risk using decentralized data and transparent on-chain publishing.

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