Distributed Systems: Design a distributed system to handle high$-$frequency trading $($HFT$)$ with strict requirements on latency and fault tolerance. Describe how you would manage data consistency, handle network partitioning, and ensure that the system can recover from a crash without losing crucial trading data. Discuss the trade$-$offs between consistency, availability, and partition tolerance $($CAP theorem$)$ in your design.

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