Algorithms · Service II
RO Global Capital's proprietary algorithmic framework — a decade in the making, rigorously walk-forward tested, and calibrated to your specific goals after the Wealth Clarity Discussion.
In Japanese, Takumi means artisan — a master craftsman who combines deep knowledge with precise execution. That is the standard we hold our algorithms to.
Takumi is not a black box. It is a documented, four-layer quantitative process built on statistical edge-finding, machine learning calibration, and continuous reoptimisation — developed by Tomas Nesnidal over more than a decade of live market research.
These are not managed portfolios. Algorithms are licensed directly to clients who deploy them in their own accounts. You retain full control of your capital at all times.
All figures are based on walk-forward simulation testing (2010–2025) on the Nikkei 225 universe. Simulated results are before transaction costs and performance fees. Past simulated performance is not a guarantee of future results. Please read the full disclaimer below.
The four-layer process
Every position passes through four sequential decision layers. Each layer removes a category of human error or market inefficiency. Together they form a system designed to find and exploit statistical edges that discretionary traders consistently miss.
A proprietary DQA algorithm (Dynamic Quality Allocation) assesses and selects which stocks have the highest potential for the upcoming time period. It objectively screens the entire market universe using multi-factor quantitative analysis — removing human bias from the selection process entirely.
Once stocks are selected, the entry-exit algorithm monitors them daily and enters trades automatically when opportunities are spotted. It manages the position continuously — including trailing stop-loss to protect profits. The algorithm does not trade all the time. It enters at the calculated moment, rides the move, then exits when conditions change.
Before a trade is entered, a corrective algorithm checks market conditions at the exact moment of entry. Based on last-moment probabilities, it re-adjusts the initial position size: highly favourable conditions increase risk slightly; less favourable conditions decrease it. This algorithm alone has improved simulated results by approximately 20% on average in testing.
All algorithms are regularly reoptimised to adjust to ever-changing market conditions. Walk-forward optimisation keeps strategies robust and adaptive — minimising overfitting risk to historical data. The system is designed to adapt to new market regimes. Each portfolio is built from multiple trading approaches — the system determines which works best for each sector.
Validation methodology
Most developers use backtesting to simulate algorithms. Backtests can be highly impressive — and deeply misleading. We use walk-forward testing exclusively, a procedure much closer to actual trading, including regular portfolio recompositions and regular reoptimisation.
Market coverage
Takumi is currently deployed across three equity universes. The Nikkei 225 strategy is our flagship — with the strongest walk-forward tested results over 15 years. US and Asian equity strategies are available for clients seeking broader diversification.
Getting started
"AI alone cannot crack financial markets. It needs human experience to understand the nuances and develop and calibrate algorithms properly. We use AI for implementation and fine-tuning — but every portfolio is carefully crafted and validated by humans with 20+ years of trading experience."
— Tomas Nesnidal, Senior Partner, RO Global Capital
Every Takumi portfolio begins with a Wealth Clarity Discussion. We understand your goals first — then build the algorithm around them.
RO Global Capital Pte. Ltd. is not a licensed financial adviser, capital markets services provider, or fund manager. Nothing on this website constitutes financial advice, investment advice, or a solicitation to buy or sell any financial instrument. Algorithmic tools are licensed for use by clients in their own trading accounts. RO Global Capital does not manage client funds or execute trades on behalf of clients. All investment decisions remain entirely with the client. Please consult a licensed financial adviser for regulated financial services.