"Theory in Practice"

The Market is our Laboratory

Operationalising economic models through high-frequency execution.

System Deployment (Q4 2026)
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About The Firm

Engineering the Future of Finance

J.P. Freglien Systems is a quantitative technology holding company established in Durham, United Kingdom. We operate at the intersection of academic economics and high-frequency infrastructure, rejecting the notion that theoretical models cannot withstand the rigour of live execution.

Founded by Justin Pang, the firm was built to operationalise the concept of "Theory in Practice." We are not a traditional fund driven by sentiment; we are a laboratory where Linear Regression frameworks and automated risk protocols replace human bias.

Academic Foundation

Built on First Class Honours principles from Durham University Economics.

Algorithmic Core

Every strategy is codified in Python with strictly defined risk parameters.

Global Perspective

Infrastructure designed to span London, New York and Hong Kong markets.

Financial News
Strategic Roadmap
JAN 2026

Architecture Inception

Conceptualisation of the JPF MLAT "Glass Box" engine and initial Python framework development.

Q1 2026 (ACTIVE)

Latency Validation

Infrastructure stress-testing. Core execution engine achieved sub-85ms benchmarks on testnet.

Q2 2026 (PENDING)

Corporate Registration

Formal incorporation of J.P. Freglien Systems Ltd as a private limited entity.

Q4 2026 (TARGET)

System Deployment

Phase 1 Capital Deployment. Live activation of 30-asset derivative portfolio strategies.

The Ecosystem
The Holding Company

J.P. Freglien Systems

The central technology entity. It focuses exclusively on the engineering of the JPF MLAT System—a low-latency execution pipeline.

IP & Infrastructure Holder
< 85ms Latency Architecture
The Research Division

J.P. Freglien Capital

The proprietary research arm. Validating economic models via a Derivative Simulated 30-Asset Portfolio.

Quant Strategy Development
Risk & VaR Modelling (95%)

Justin C.Y. Pang

Founding Director

Justin is the Founding Director of J.P. Freglien Systems. With a background in Economics from Durham University, he established the firm to bridge the gap between academic models and high-frequency market reality.

"The financial market is the ultimate meritocracy, it does not respect opinion, pedigree or narrative—only efficiency. I believe that disciplined adherence to quantitative data based on theoretic frameworks is not just a strategy; it is the only way to survive the noise."