Hybrid Consensus and LLMs Advance Secure, Scalable Blockchain E-Voting
        
        
        
        
          
        
        
      
        
    
        
        A framework for secure, scalable blockchain E-Voting integrates hybrid consensus, lightweight cryptography, and LLMs, enabling national deployment.
        
        AI Enhances Oracle Reliability, Not Eliminates Trust
        
        
        
        
          
        
        
      
        
    
        
        AI techniques can augment blockchain oracle systems by improving data quality and resilience, but they cannot fundamentally resolve the inherent trust problem of off-chain data integration.
        
        Machine Learning Hybrid Consensus Fortifies Blockchain Security
        
        
        
        
          
        
        
      
        
    
        
        This research integrates machine learning with hybrid consensus algorithms, creating adaptive, robust blockchain security against cyber-attacks.
        
        SwissBorg Solana Earn Program Suffers $41m Third-Party API Exploit
        
        
        
        
          
        
        
      
        
    
        
        A compromised third-party API allowed unauthorized withdrawal authority, exposing on-chain controls and draining $41 million in SOL from a DeFi staking program.
