Developed an intraday trading automation system using Zerodha Kite Connect with end-to-end workflow including historical data extraction, technical indicators (RSI, MACD, ADX, BBW), custom candlestick pattern analysis, volume normalization, and ML-based prediction using XGBoost. Achieved 57% accuracy and 62% F1 score on 2025 market data.