Cognitive / AI Quantitative Trading
Smart AI Trading System
Solo-built automated crypto trading system with multi-service backends (exchange streams, on-chain monitors, macro/ML, AI engine) plus a trading engine with position/state sync and recovery. Includes WebSocket-based monitoring UI and log streaming.
- Role
- Solo builder · architecture, implementation, and operational tooling
- Period
- 2024 - Present
- Context
- Personal Project
Solo-built automated crypto trading system with multi-service backends (exchange streams, on-chain monitors, macro/ML, AI engine) plus a trading engine with position/state sync and recovery. Includes WebSocket-based monitoring UI and log streaming.
What made the system difficult.
Had to keep ingestion→analysis→execution pipelines reliable under continuous streaming data, while ensuring position consistency and recovery after restarts. Also needed operational visibility (service logs, status, event timelines) to debug long-running operation.
How boundaries and flows answered it.
Separated services by responsibility and connected them via trigger monitoring and a trading engine. Implemented startup recovery that syncs exchange positions and restores active sessions, plus log capture (file + in-memory) and WebSocket-driven dashboards for live monitoring.
The path of responsibility through the system.
Multi-Agent System
Market Analysis & Decision
Responsibilities
- — Multi-agent analysis
- — Supervisor orchestration
- — Strategy execution flow
Macro Backend
Economic Regime Detection
Responsibilities
- — Market regime features
- — Model-based signals
- — Macro indicator integration
Smart Trigger System
Real-time Monitoring
Responsibilities
- — Trigger-based monitoring
- — Realtime streaming
- — Adaptive scheduling
Overview
- Solo-built AI-powered crypto trading system combining real-time ingestion, multi-agent analysis, and automated execution.
Key Components
- Robust ingestion/storage pipelines across heterogeneous data sources
- Trigger-driven multi-agent analysis orchestration
- Trading engine with position/state sync + restart recovery
- Log capture + WebSocket monitoring for operational observability