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OUR WORK
AI trading systems built on real capital, not slide decks.
Every system here solves a problem we hit ourselves — then hardened to production grade. We ship infrastructure that trades, remembers, and protects.
S
Sean Peng
CEO, Mnemox AI · Taipei
1,510
Tests Passing
4
Shipped Systems
35
Countries Reached
780+
GitHub Stars
THE PROBLEM
AI trading agents forget everything between sessions
Every MCP tool teaches AI how to execute trades. None teach AI how to remember why. Prop firms spend $100K+/year on compliance tools that weren't built for AI agents.
1,233Tests
17MCP Tools
SHA-256Audit Trail
TradeMemory Protocol
THE PROBLEM
No single screen to command an AI agent fleet
Managing multiple AI agents across trading, research, and ops meant tab-hopping between terminals. No visibility into what agents decided or why.
5Agent Types
Real-timeWSS Streaming
NexusOS
THE PROBLEM
4 gold strategies, 1 account — without blowing up
Running multiple strategies simultaneously on XAUUSD requires portfolio-level risk control that most MT5 EAs don't have. One bad strategy can wipe the others' gains.
9 layersRisk Control
-3%/dayMax Drawdown Cap
NG_Gold
THE PROBLEM
Hundreds of backtested strategies, no way to tell which ones are real
Algorithmic traders generate hundreds of strategies using tools like QuantConnect, but have no way to distinguish genuine market edge from curve-fitting artifacts. Going live with an overfitted strategy means real money lost.
4Statistical Tests
<30sPer Validation
Strategy Validator
OPEN SOURCE & TOOLS
Idea Reality
Pre-build reality check for AI agents. Scans 5 platforms in parallel.
457 ★
GitHub Stars · 35+ Countries
OPEN SOURCE & TOOLS
Overfitting detection for trading strategies. Published on PyPI.
PyPI
Open Source Package
OPEN SOURCE & TOOLS
Prevents LLM echo chambers in RAG pipelines. Forces negative case exposure.
MIT
Licensed · Research-backed
Have a trading system that needs building?
We scope, build, and ship — from audit trails to full AI war rooms.
▸ Founder-led builds — limited availability
4 shipped systems · 1,510+ testsFounder-led — limited availability
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