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3 posts tagged with "trading"

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Mercury Instance Architecture: Strategic Refinement of W/R/ABH System

· 3 min read
Max Kaido
Architect

TL;DR: The Strategic Breakthrough

After deep architectural analysis, we've discovered the true competitive advantage of Mercury's instance system:

  • W Instance: Live trading with conservative risk management
  • R Instance: Demo trading (Bybit testnet) mirroring W constraints
  • ABH Instance: Shadow portfolio as unrestricted market intelligence engine

Key Insight: Shadow portfolio's value isn't simulation—it's complete data capture for strategy optimization that demo trading cannot provide.

Mercury Fine-Tuning Framework: From Chaos to Systematic Optimization

· 4 min read
Max Kaido
Architect

After months of architectural development, Mercury reached a critical milestone: all core components were implemented and operational. We transitioned from building the foundation to the fine-tuning phase—optimizing our AI-powered trading system for maximum profitability. However, this phase revealed significant challenges in our experimental framework that ultimately hindered progress rather than accelerating it.