Performance & Stability
        
        What Are the Key Performance Indicators (KPIs) for Smart Trading?
        
         
        
        
          
        
        
      
        
     
        
        Key performance indicators for smart trading provide a multi-dimensional view of performance, enabling the continuous optimization of strategy, risk, and execution.
        
        How Can You Differentiate between a Genuinely Predictive Model and an Overfitted One?
        
         
        
        
          
        
        
      
        
     
        
        Differentiating a predictive model from an overfitted one is a systematic process of validating its out-of-sample performance and penalizing its complexity.
        
        How Does the Choice of a Validation Strategy Affect a Model’s Perceived Reliability?
        
         
        
        
          
        
        
      
        
     
        
        A model's perceived reliability is a direct function of the rigor and transparency of its validation strategy.
        
        What Are the Primary Risks Associated with Deploying a Live Reinforcement Learning Model for Trade Execution?
        
         
        
        
          
        
        
      
        
     
        
        A live RL trading model's primary risks stem from its emergent, adaptive behavior, demanding a dynamic containment framework.
        
        How Does the Choice of Optimization Metric Affect a Model’s Performance in Different Market Regimes?
        
         
        
        
            
          
        
        
      
        
     
        
        How Does the Choice of Optimization Metric Affect a Model’s Performance in Different Market Regimes?
The choice of optimization metric defines a model's core logic, directly shaping its risk-reward profile across shifting market regimes.

 
  
  
  
  
 