// proprietary execution layer

Web 3.0 & quantitative trading research. We build the algorithms and the infrastructure that runs them — researched, hardened, and executed strictly on proprietary capital.

0research disciplines
0USDT HFT desk
0continuous execution
Explore research → Meet the team

01 — The High-Frequency Framework

A pure-Rust stack built end-to-end in house — from market-data ingest, to a backtester that mirrors production tick-for-tick, to a universal data collector. Three layers, one discipline: if it holds in research, it holds live.

01

Market Data & Execution

UDP market-data fan-out at a 1.8 ms median. From inbound tick to outbound order in 3–4 µs, with tick-to-order-confirm measured at 3.4 ms end-to-end — a pure-Rust system, top to bottom.

Feed fan-out (UDP)1.8 ms
Data → order3–4 µs
Tick → order confirm3.4 ms
02

Live-Aligned Backtester

A backtesting framework aligned tick-for-tick with the live system — the same code path in research and production. For time-series strategies, a result that is valid in backtest is valid in live trading.

Backtest ≡ Live
03

Data Collector

A full-market collector spanning venues and per-exchange feeds, normalized to the universal tardis format — one schema for every market, ready for research and replay.

Full-market · tardis format

02 — Strategy Research

A library of internally developed quantitative models. We specialize strictly in the development and systematic execution of in-house trading strategies — with rigorous risk management across every internal market activity.

SCOA
Stable-coin Orderbook Allocation
Live
LIDA
Low-risk Intelligent Diversification Algorithm
Live
CBGR-M1
Continuous Breakout Gradient Reallocation — M1
Live
APMM
Adaptive Pricing Market Making · HFT
Live
ASMP Hourly
HJB-solved stochastic market-making — optimal quotes derived from a stochastic process and served from a precomputed lookup table
Live
Research inquiry →

03 — Algorithms & Infrastructure

BUILT FOR EXECUTION

Sophisticated in-house algorithmic frameworks and systematic trading models, designed and refined specifically for proprietary execution. As the group grows beyond high-frequency market-making — into trading infrastructure and technology partnerships — the same research-driven discipline carries through every layer.

FocusProprietary research & execution only — no public capital, custody, or advice
MarketsInternational digital-asset venues, FX & gold (R&D)
StackHigh-performance execution engines & machine-learning infrastructure
DisciplineMicrostructure · alpha · risk management
EntityStarr Quant Lab Ltd. — BVI Business Company

04 — Contact

Technology partner, or curious about our quantitative research frameworks? We're open to professional technical exchange. For research discussions, reach our team.

Contact us → msx@sfg.xyz