Strategy Variations
Review alternative parameter sets against historical data before you decide what to test next.
Strategy Variations helps you compare alternative parameter sets for a strategy you defined. The system runs automated checks over historical data and surfaces changes you can backtest, evaluate, or ignore. These outputs are not recommendations and may be over-optimized to past data.
Strategy variations are generated from historical data and are not investment advice or recommendations. Terms / Risk Disclosure
What the system checks
After a build or modification, Charton can surface up to 5 alternative parameter sets to backtest. Each one describes a historical change to review, not a prediction of future performance.
Overfitting warnings
A strategy that looks perfect on historical data but fails in live markets is worse than a mediocre one. The AI is built to recognize the signs — too many conditions, overly specific parameters, results that are too clean — and will warn you before you build something that only works on paper.
This is not a checkbox. It is a core part of how the system evaluates historical quality — a strategy that looks strong in a narrow backtest but fails the health check will not be treated as a durable research candidate.
How variations work
Variations do not replace your strategy. Each one is a specific change to backtest against your existing logic. You decide whether to test it, apply it, or leave your strategy unchanged.
A system for historical comparison
Strategy Variations is designed to make comparison faster, not to decide what you should trade. Results are historical and hypothetical, and they may perform worse in live markets.