What Makes a Trading Strategy Adaptable Without Becoming Inconsistent?

An adaptable strategy responds to changing conditions, but too many discretionary adjustments can make it impossible to evaluate objectively. How do you define which elements of your method may change and which must remain fixed? What keeps adaptation from turning into improvisation?