


Optimizing traffic flow in real-time using concurrent algorithms
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what is thread safe Informational
- Proper use of database locking mechanisms How can you ensure thread safety when interacting with message queues (e.g., Kafka, RabbitMQ)?
- Using parallel streams with caution and awareness of stateful operations
- Most frameworks provide mechanisms for managing concurrency How can you design a thread-safe event bus?
- Concurrent processing of financial data and models
- Interleaving of operations
- Data consistency Explain the concept of optimistic locking and how it can be used to achieve thread safety without explicit locking.
- Synchronization required for shared socket state
- Can be used to detect potential thread safety issues at compile time (e.g., using static analysis tools)
- Volatile variables
- Generating code concurrently (if applicable)
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