When server workloads escalate, traditional air cooling techniques are struggling to ensure adequate thermal regulation. Fluid cooling appears as a viable option, providing significantly enhanced heat dissipation compared to standard air-based approaches . Such methods can involve direct cooling, where fluid is pumped directly to the hot parts , or