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GitHub - ItsArnavSh/Tyche: Fully Autonomous Experimental ...
itsarnavsh · 2026-05-04 · via Hacker News: Show HN

A distributed, real-time trading system focused on fairness, scalability, and low-latency engineering.

Tyche is named after the Greek goddess of fortune, embodying both good and bad luck. (Fun fact: The name was inspired during a God of War gaming session—it just made sense!)
At its core, Tyche is an attempt to build a Fully Autonomous, Real-Time, Distributed, Load-Balanced, and Fair Trading Bot. The focus is heavily on the engineering side: optimizing data flows, ensuring scalability, handling high-volume trades, and all the fun stuff that makes systems robust and efficient.

Internal Working

Internal design overview The diagram above illustrates the internal design and data flow of the system, showing how the core components interact during execution.

For a detailed explanation of the architecture, design decisions, and implementation details, refer to the accompanying article: 👉 Let’s Go Gambling – Internal Working Explained

Usage

Start the Java Workers

cd core
gradle run

Start the Golang Client

cd gateway
go get
go run .

Scope & Non-Goals

Tyche is primarily an engineering and systems exploration project.
It is not intended to be:

  • A production-ready trading platform
  • A profit-optimized trading strategy
  • A consumer-facing trading product

The emphasis is on architecture, concurrency, fault tolerance, and data flow design.

High-level Architecture

  • Java workers handle market simulation, order generation, and trade execution
  • The Go gateway acts as the low-latency ingress layer and coordination point
  • Communication is event-driven and designed for horizontal scalability
  • Load balancing and fairness are enforced at the system level, not strategy level

Motivation

Most trading bots focus on strategies and profitability.
Tyche intentionally flips that priority—treating trading as a stress test for distributed systems design.

The project explores:

  • Real-time data pipelines
  • Backpressure and flow control
  • Fairness under concurrent load
  • Cross-language system boundaries (Java ↔ Go)

Project Status

Tyche is an active research/engineering project and is evolving rapidly. APIs and internal behavior may change without notice.