SQHWYD CTO Anya Volkov Outlines Reinforcement Learning-Based Architecture for Cross-Chain Liquidity
Unity Layer(TM) Incorporates Microservices and Multi-Party Computation to Address Security and Latency Challenges in DeFi Infrastructure.
Unity Layer Technical Overview
Anya Volkov, Chief Technology Officer of SQHWYD GLOBAL Ltd., today presented the technical framework behind the company’s core architecture, the Unity Layer(TM). The presentation focused on the application of distributed systems and machine learning to manage cross-chain liquidity and addressed current technical challenges within digital asset infrastructure.
During the technical briefing, Volkov noted that the security and stability of cross-chain bridging protocols remain key focus areas for the industry. She stated that system architecture choices significantly impact asset security and transaction reliability. SQHWYD’s technical approach focuses on optimizing resource scheduling through fundamental architecture design rather than relying solely on application-level interface aggregation.
AI-Driven Liquidity Optimization
According to the released technical documentation, the Unity Layer(TM) deploys deep reinforcement learning models designed to dynamically analyze and optimize routing paths across Centralized Finance (CeFi) and Decentralized Finance (DeFi) protocols . The system aims to aggregate fragmented liquidity sources to improve the efficiency of order execution.
Regarding system performance and data consistency, Volkov described the platform’s adoption of a microservices architecture and in-memory processing technologies. The architecture utilizes asynchronous message queues, such as Apache Kafka, to manage high-concurrency transaction requests, with the objective of maintaining data durability and consistency under high-load environments .
Enhanced Security Measures
On the topic of security, Volkov emphasized the integration of cryptographic frameworks into the transaction lifecycle. SQHWYD utilizes Multi-Party Computation (MPC) wallet technology. This approach distributes key shards across different nodes for collaborative signing, replacing traditional single-private-key management models to reduce the risk of single points of failure .
About SQHWYD
SQHWYD GLOBAL Ltd. is a US-registered fintech company focused on developing next-generation digital asset infrastructure. Led by scientists and financial experts, the company’s core technology, the Unity Layer(TM), is dedicated to connecting Centralized Finance (CeFi) and Decentralized Finance (DeFi) systems. SQHWYD provides technical solutions including institutional-grade security custody, trade execution, and cross-chain interaction.
Company Details
Organization: SQHWYD
Contact Person: Marco Ricci
Website: https://www.sqhwyd.net/
Email: Send Email
Address: 10200 FOREST GREEN BOULEVARD SUITE 112, LOUISVILLE, KENTUCKY, 40223 USA
Country: United States
Release Id: 10122538791