Research and education only

SparklingAI publishes research notes about AI-assisted market intelligence, trading-system design, backtesting, walk-forward testing, execution layers, and risk controls.

Nothing on this website is financial advice, investment advice, trading advice, or a recommendation to buy, sell, hold, or trade any financial instrument.

Trading gold, forex, crypto, futures, CFDs, and other financial instruments involves significant risk. Backtested or simulated results do not guarantee future performance.

Public research summaries may omit proprietary details, including alpha construction, thresholds, feature engineering, model settings, and execution rules.