Predict HFT employs a specialized suite of AI models, including real-time LSTM networks, reinforcement learning agents, and ensemble methods tailored for microstructure prediction. These models are trained on high-resolution tick data and continuously updated using streaming feedback loops. Unlike traditional forecasting tools, our models focus on ultra-short-term prediction windows—from milliseconds to a few seconds—optimizing for order placement, latency arbitrage, and intraday strategy enhancement.