Performance & Stability
        
        What Are the Specific Risks of Manual Memory Management in a C++ Low-Latency System?
        
         
        
        
          
        
        
      
        
     
        
        Manual memory management in C++ low-latency systems risks non-deterministic latency spikes, which a disciplined, layered architecture prevents.
        
        How Does JIT Compilation in Java Compare to AOT in C++ for Financial Applications?
        
         
        
        
          
        
        
      
        
     
        
        JIT and AOT compilation offer distinct paths to performance, with the choice hinging on the trade-off between adaptive optimization and deterministic latency.
        
        What Are the Primary Trade-Offs between C++ and Java for Building Low-Latency Applications?
        
         
        
        
          
        
        
      
        
     
        
        The primary trade-off between C++ and Java for low-latency is deterministic control versus managed, adaptive performance.

 
  
  
  
  
 