In the field of quantitative trading, there is a principle called "never kill a running strategy" — don't shut down an existing strategy that is still performing well just to implement a "better" new strategy. The correct approach is parallel validation: let the old strategy continue running (small adjustments to stop bleeding), while the new strategy is developed separately (small capital testing). Once the new strategy proves to be better, then migrate.