Empowering Smarter Trading and Investing with AI-Driven Solutions

Systematic strategies, honestly validated. Quanthedge AI is the research arm of AlgosWorks AI. We build and study fully systematic approaches to markets — from mid-frequency trading strategies on futures, equities and ETFs, to quantitative portfolio construction for medium- and long-term investing. Twenty years of live systematic trading inform one central thesis: the edge is not in finding the perfect strategy, but in building portfolios of honestly-validated ones.

Focus Areas

SYSTEMATIC TRADING

Fully automated, mid-frequency trading strategies on futures, equities, ETFs and options — built on twenty years of live systematic experience across global markets.

Our approach combines econometric modelling with machine learning and genetic algorithms, from signal research to execution and portfolio-level risk management.Statistical honesty is the discipline: every strategy must survive deflated performance metrics, realistic cost assumptions and out-of-sample validation before it earns capital — because most edges die in proper testing, and the ones that survive are the only ones worth trading.

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SISTEMATIC INVESTING

Quantitative portfolio construction for medium- and long-term investors — ETFs, funds and equities, managed with the same rigour we apply to trading, adapted to the investor’s horizon.

Allocation methods compared and stress-tested rather than assumed: risk parity, volatility targeting, correlation-aware construction and regime-based tilts, with drawdown control as a design principle rather than an afterthought. Fewer decisions, deeper validation: the goal is not to strictly predict markets, but to build portfolios that behave sensibly across the regimes markets actually produce.

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