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21. Evolution & Validation

Learning Phase (2023–2024)

AIZEN's initial deployment demonstrated strong raw accuracy (~50% perfect / 69% directional) but experienced an initial -50% drawdown in Q3 2024. This testing phase led directly to development of the multi-layered risk governance architecture that defines Inteli-Trade today.

Institutional Development (2024–2025)

The system underwent rigorous optimization.

Enhancements included:

  • 13 Parallel instances on GCP

  • K-fold cross-validation to prevent overfitting

  • Multi-metric scoring across profit, Sortino and Sharpe ratios

  • Implementation of volatility-adjusted sizing

  • SMAPE prediction filters

  • Multi-exit strategies

  • Risk architecture hardening

This created a self-correcting trading system governed by continuous monitoring, regime detection, and controlled recalibration.

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