AI Adaptive Trend Navigator Echo Edition

AI Adaptive Trend Navigator [Echo Edition]

This is an advanced trend-following system optimized for high-volatility index futures (TX). Built upon the LuxAlgo clustering framework, this version introduces several critical enhancements to meet professional trading standards:

1. State Consistency Iteration Enhanced the underlying logic for dynamic arrays and User-Defined Types (UDTs) to ensure stable "State Persistence." This fix eliminates logic gaps during real-time price fluctuations, ensuring that historical backtests perfectly align with live execution.

2. Adaptive Factor Tuning (K-means) The system simulates dozens of parameter paths in real-time, using K-means clustering to automatically select the optimal factor suited for the current market volatility.

3. Advanced Practical Filters

Dynamic Buffer Strategy: Filters out market noise during consolidation and early session volatility.

Confidence Threshold: Only triggers signals when the AI performance score meets the required quality.

Cooldown Logic: Prevents rapid signal flipping in choppy markets.

[Traditional Chinese Translation / 中文說明]

🧠 開發理念：將 AI 自適應力帶入台指期實戰 針對台指期（TX）高波動特性開發，透過機器學習演算法動態尋優，解決傳統指標參數固定的滯後性。

✨ Echo 版核心優化點

數據連續性迭代：底層邏輯優化，確保訊號在即時盤勢中穩定不跳斷，回測與實戰高度吻合。

自適應動態尋優：透過 K-means 聚類自動鎖定當前最佳 ATR 因子。

實戰多重濾網：包含空間緩衝區 (Buffer) 與信心門檻，大幅提升訊號品質。

📊 視覺說明

🚀 Rocket: AI confirms trend momentum.

⚡ Lightning: Trend exhaustion or reversal warning.

⚠️ Disclaimer: For educational and technical analysis purposes only.