An autonomous quantitative alpha detection agent that predicts Web3 market microtrends 48-72 hours early using heuristic NLP and on-chain convergence algorithms. Built for Swarms L1. # 🏛️ Archimedes Convergence Engine **An Autonomous Quantitative Alpha Detection Agent built for the Swarms ecosystem.** Archimedes aggregates non-traditional data—including spot momentum, volume anomalies, and on-chain narratives—to validate financial microtrends 48-72 hours before mainstream retail adoption. Instead of simple dashboards, Archimedes acts as a proactive, wallet-aware intelligence node that understands natural language intent. ## 🚀 The Unfair Advantage (Key Features) * **🧠 Heuristic NLP Intent Engine:** Don't just search for tickers. Ask the agent to *"Scan L1s for whale activity"* or *"Analyze the DePIN ecosystem,"* and the custom Python router will map your English intent to specific crypto sectors, scan them all simultaneously, and return the highest-momentum asset. * **👛 Wallet-Aware Auto-Scanning:** The moment a user connects their Web3 wallet, Archimedes queries the RPC, identifies their highest portfolio allocation, and autonomously routes that asset through the convergence algorithm to deliver an instant intelligence report. * **⚡ Deterministic Convergence Algorithm:** Bypasses slow LLM latency by utilizing a highly efficient, deterministic mathematical model. It scores 5 independent metrics (price, volume, momentum, trend, sentiment) to output a 0-100 System Confidence Ratio in under 150ms. * **🔗 Web3 Native Integrations:** Powered by Thirdweb hooks for seamless L1 wallet connections, live balance reading, and on-chain intelligence deployment reporting. ## 🛠️ System Architecture Archimedes is split into a lightning-fast React frontend and a Python-powered analytical brain. * **Frontend:** Next.js 14, Tailwind CSS, Framer Motion, Thirdweb SDK. * **Backend:** Python FastAPI, SQLite (Local Memory DB), RESTful Endpoints. * **Data Pipeline:** CoinMarketCap Enterprise API (Live global liquidity & spot metrics). --- ## 💻 Local Quick Start Guide To run Archimedes locally, you need to spin up both the Python backend and the Next.js frontend. ### 1. The Python Backend (Agent Node) Requires Python 3.8+ installed on your machine. 1. Navigate to your backend directory (where `server.py` is located). 2. Install the required dependencies: ```bash pip install fastapi uvicorn pydantic requests Source: https://github.com/Jhaycrypt001/archimedes