Comments for https://ctrader.com/products/2106

The project demonstrates a genuinely implemented FFT-based spectral engine, which is rare among retail trading systems. During testing, the runtime logs clearly confirmed active dominant frequency calculations, spectral power tracking, and signal filtering behavior. From an engineering perspective, the architecture is transparent, technically consistent, and significantly more legitimate than many “AI-themed” retail systems that only use marketing terminology. However, the actual trading performance remained negative both before and after optimization. One notable observation was the strong BUY-side dominance with very limited visible SELL execution activity, which may indicate directional asymmetry or overly restrictive bearish conditions. The FFT framework itself is interesting and research-oriented, but the current signal interpretation layer may require additional market structure filters or directional balancing to convert the mathematical analysis into a more stable statistical trading edge.

Which market conditions does this bot perform best in (trend, range, high volatility)?