Agentic Trading System for Risk and Rewards.

The mathematical formula behind System R AI

"Geometric growth equals expected return minus half the variance."

G = E[R] - σ² / 2

What is System R AI?

System R AI is an agentic trading system built to navigate uncertain market conditions and achieve growth.

Who is System R AI for?

System R AI is built for any individual or organization deploying meaningful capital in the market for risk adjusted returns.

What problem does System R AI solve?

Markets are complex, noisy, and always changing. For an individual trader, finding meaningful opportunities, analyzing risk, and acting with discipline can require more time, attention, and consistency than one person can sustain alone.

System R AI helps solve this by combining agentic AI, domain expertise, and trading infrastructure into one structured workflow for managing risk and achieving growth.

The Origin Story of System R AI

Luck, Emotions, Agents and Trading Medium essay preview banner

System R AI began with lived trading experience: from triangular arbitrage to a million-dollar trading run in Dubai, a founder's journey through success, failure, and lessons that shaped the system.

Read the full story on Medium

Founder

Ashim Nandi, founder of System R AI

Ashim Nandi

Founder of System R AI, a system architect and active trader focused on building agentic trading system.

Before founding System R AI, Ashim designed and built software and technology solutions for businesses in the United States, gaining hands-on experience across product architecture, development, and execution.

Between 2021 and 2025, he traded full time in India and the UAE, where live markets made risk management, sizing, and execution discipline a daily practice.

Earlier in his career, he was also involved in professional theater production in Kolkata, an experience that continues to inform his appreciation for clarity, timing, and human behavior.

That background gives System R AI its structure: software systems, live trading experience, and human behavior under pressure.

System R Technologies LLC

7901 4th St N, Ste 28529
St Petersburg, FL 33702
hello@systemr.ai