SparklingAI
What Is SparklingAI? An AI Trading Agent Research Stack
A high-level explanation of the SparklingAI stack: market data, alpha research, execution policy, hard risk, evaluation, and the future AI agent/API layer.
Read research noteAI market intelligence research
A research terminal for AI trading agents.
SparklingAI studies XAUUSD strategy validation through backtesting, walk-forward testing, execution policy design, and hard risk controls.
SparklingAI / Research terminalValidation active
Alpha lab
Walk-forward equity snapshot
OOS +14.15%
Start
$500.00
Fold 0
$527.50
Fold 1
$531.15
Fold 2
$560.49
Fold 3
$570.75
Start here
Latest research notes
walk forward testing
Walk-Forward Testing for AI Trading Strategies
A practical explanation of walk-forward testing, fold planning, and why out-of-sample validation matters for AI trading research.
Read research noteXAUUSD backtesting
XAUUSD Backtesting Case Study: 4-Fold Walk-Forward Rerun
A public XAUUSD walk-forward research case study showing the latest 4-fold rerun without exposing proprietary alpha logic.
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