Project // 001Autonomous Liquidity
Autonomous Liquidity
Agent
01
The Objective
Developing a self-optimizing liquidity provision framework that operates at the intersection of high-frequency decentralized finance (DeFi) and predictive neural networks. The goal was to eliminate impermanent loss through preemptive capital relocation.
Traditional AMM models suffer from static range constraints. This project introduced a dynamic Gaussian-weighted distribution model that adjusts liquidity density based on real-time volatility signals from off-chain oracles.
02
Architecture
Ingress Layer
Data Sourcing & Cleaning
Neural Core
Risk Modeling (TensorFlow)
Execution Engine
Solidity / Rust Relayer
03
Protocol Results
Total Yield+42.8%
IL Mitigation94%
Latency120ms
Uptime99.9%