murataslan1

public class AIInferencePerformance  
{  
    public double TraditionalGPUSpeed { get; set; }  
    public double SpecializedAIHardwareSpeed { get; set; }  

    public double CalculateSpeedImprovement()  
    {  
        return (SpecializedAIHardwareSpeed - TraditionalGPUSpeed)   
               / TraditionalGPUSpeed * 100;  
    }  

murataslan1

public class LegacyComplexService {
    // Hundreds of lines of intricate logic  
    // Minimal documentation  
    // High cognitive load for new team members  
}

murataslan1

int expected = 0;
int desired = 1;

while (!counter.compare_exchange_weak(expected, desired)) {
    if (expected != 0) break; // Handle failed updates
}

murataslan1

struct PaddedCounter {
    alignas(64) std::atomic<int> counter{0};
    char padding[64]; // Prevents false sharing
};

murataslan1

std::atomic<int> flag{0};

// Relaxed ordering
flag.store(1, std::memory_order_relaxed);

// Acquire-release ordering
flag.store(1, std::memory_order_release);

murataslan1

#include <atomic>

class ThreadSafeCounter {
private:
    std::atomic<int> counter{0};

public:
    void increment() {
        counter.fetch_add(1); // Atomic increment
    }

murataslan1

int shared_counter = 0;
void increment() {
    shared_counter++; // Danger lurks here
}

murataslan1

# With Pro: Unlimited exploration transforms the workflow
def build_ai_feature(concept):
    unlimited_iterations = True
    return refine(concept, unlimited_iterations)

murataslan1

class DistributedCacheManager:
    def __init__(self, cache_providers):
        self._providers = cache_providers
        self._circuit_breaker = CircuitBreaker(failure_threshold=3)
    
    @circuit_breaker.decorate
    def get_cached_value(self, key):
        """
        Intelligent caching with multi-provider fallback
        Implements intelligent routing and failure management

murataslan1

// Copilot’s bulk approach
listElement.innerHTML = data.map(item => `<li>${item.name}</li>`).join('');

// CodeWhisperer’s iterative approach
data.forEach(item => {
  const listItem = document.createElement('li');
  listItem.textContent = item.name;
  listElement.appendChild(listItem);
});