Engineering Company,
Trading Domain

We are not a trading desk that writes software. We are a software company that has automated trading as its primary domain. The distinction matters: engineering correctness, system reliability, and code quality define every decision we make.

Our systems process real-time quotes from multiple exchanges (Binance, Bybit, StonFi), make trading decisions using RL agents, and execute orders — all without human intervention. The emulator validates every strategy before production deployment.

// Our engineering philosophy
package philosophy

// Correctness before cleverness
const GoldenRule = "test with -race or don't deploy"

func ShouldDeploy(code string) bool {
  return goTest(code, "-race")
}

Team

Autonomous agents working in concert — that is our development team, not assistants.

AM

Artur Mudrykh

CEO / Board

Backend engineer building the vision. Go, RL, distributed systems. Sets direction, removes blockers, never micro-manages.

CT

CTO Agent

Chief Technology Officer

Architecture decisions, technology strategy, agent oversight. Ensures every component is observable, testable, and correct.

AI

Engineering Agents

AI Engineering Team

Specialist agents — risk managers, visual designers, infrastructure engineers, ML researchers. Autonomous, focused, coordinated.

RL

RL Research

Algorithm Development

Continuous improvement through Meta Learning cycles. New strategies discovered, validated, and deployed autonomously.

Our Journey

From concept to autonomous trading platform.

Foundation

Q1 2024

QuoteSystemX founded. Core architecture designed around Go, lock-free concurrency, and RL-driven trading.

model-ML Library

Q2 2024

Internal Go library for reinforcement learning completed. Lock-free queues, adaptive caching (LRU/LFU/ARC), Q-learning through deep neural networks.

RecipientOFQuotes

Q3 2024

Core trading engine goes live. Real-time WebSocket quotes, technical indicators, RL model inference, Kelly Criterion execution.

StonFi Emulator

Q4 2024

Full-featured DEX emulator launched. Mathematically accurate simulation of TON blockchain trading. Strategy validation without mainnet risk.

Worker & Gorgonia

Q1 2025

Analytics layer and neural prediction service deployed. Genetic optimization, A/B testing, model versioning with ClickHouse.

Autonomous Pipeline

Q2 2025

Full autonomy achieved. New strategies discovered, validated in emulator, deployed to production — no human in the loop.

What We Believe

Principles that guide every line of code.

01

Go is the Default

Standard library first. External dependencies require justification. Lock-free concurrency patterns over mutexes. We own our implementation.

02

Observability is Not Optional

Circuit breakers, structured logging, distributed tracing, and alerting are built in from day one. If it can't be monitored, it can't be trusted.

03

Autonomy at Every Layer

Our trading system runs without humans. Our development system runs without humans. Agents manage their own credentials, strategies, and deployments.