STARR QUANT LAB
Proprietary HFT, Market Making Research, and Liquidity Provision Frameworks
Achieving Extraordinary
SFG MARKET MAKING
Starr Quant Lab specializes in high-frequency trading research and develops robust, secure, and reliable proprietary market-making strategies tailored to the unique dynamics of the digital asset markets. With a strong emphasis on performance and risk control, we maintain institutional-grade infrastructure and execution for our internal portfolios, ensuring technical excellence and precision in a rapidly evolving digital asset environment.
OverView
Starr Quant Lab’s internal systems employ on-tick level high-frequency trading (HFT) strategies driven by advanced multi-factor controllers, integrating sub-strategies such as order imbalance detection and bar portion analysis to optimize execution precision for our proprietary portfolios. Our in-house genetic position execution algorithms dynamically adjust inventory skew, enhancing market efficiency and internal liquidity provision. Utilizing the Avellaneda & Stoikov framework, we implement dynamic risk management to optimize internal trade flow and mitigate exposure in real time. By leveraging exchange co-located servers, we minimize latency to 11-25ms via ultra-low-latency WebSocket and RESTful API connections, ensuring maximum execution speed with a hard cap of 110ms, delivering a competitive edge for the lab's own trading activities in crypto market microstructure.

Video Demo
Starr Quant Lab: Internal HFT Infrastructure Demo on Binance
Demo Live Trading Pair: BTC/FDUSD

Proprietary Algorithmic Execution & Market Modeling
Our proprietary systems are engineered for high-precision execution and internal liquidity provisioning. By leveraging real-time order book management at the tick level, our internal algorithms dynamically analyze market depth to optimize proprietary trade flow and minimize execution slippage. These tools are developed exclusively for in-house use to enhance market microstructure research and execute the lab's own capital with optimal risk controls and performance stability.
Our Market Making Strategy is Available in
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