In Java, constructors are differentiated based on the number and type of parameters they accept. If two constructors in a class have the same parameter list, it will cause a compilation error because Java does not allow duplicate constructors. Option 2 is not correct; Java does not ignore constructors based on their order. Option 3 is inaccurate, as it would not lead to a runtime exception. Option 4 is also incorrect, as Java does not allow constructors with the same parameter list.

In Java, a parameterized constructor is used to initialize instance variables with values provided as arguments during object creation. This allows objects to be created with different initial states. Option 1 is incorrect as the default constructor initializes class-level variables, not parameterized constructors. Options 2 and 4 are not accurate descriptions of parameterized constructors.

To run a for-each loop in parallel and utilize multiple cores/threads in Java, you can use the Java Stream API and the parallelStream() method on the collection. Option 2 correctly describes this approach. Option 1 involves manual thread management, Option 3 suggests creating a custom method, and Option 4 is not entirely accurate; Java does not automatically parallelize for-each loops.

A for loop is suitable when you have a known number of iterations, but a while loop is more appropriate when the loop termination condition depends on complex criteria that may not be easily expressed in a for loop's initialization and condition. Option 2 correctly identifies this scenario. Option 1 is not entirely accurate as for loops can also iterate over collections. Options 3 and 4 do not directly relate to the suitability of for loops compared to while loops.

A Callable in Java is a result-bearing computation that can be canceled and can compute the result asynchronously. It is typically used with ExecutorService to perform tasks that return values or throw exceptions.

Using SocketChannel in non-blocking mode (option a) can lead to improved performance with lower CPU usage compared to traditional blocking I/O sockets. Non-blocking SocketChannels can handle multiple connections concurrently. Option c is incorrect because non-blocking SocketChannels are often favored for high-throughput scenarios. Option d is not accurate as data integrity is not directly related to blocking or non-blocking mode.

In Java, the shutdown() method of ExecutorService attempts to stop all actively executing tasks and halts the processing of waiting tasks. It's a graceful way to shut down an executor, allowing it to finish executing tasks before terminating. It is essential to manage thread pools effectively in concurrent applications.

The intern() method of the String class is used to add the String to the string pool if it's not already there and returns a reference to that String. This can reduce memory usage by ensuring only one copy of a particular string exists in the string pool, which is useful for memory optimization. The intern() method has been available since early versions of Java, not just in Java 9 and later.

In a single-threaded application with frequent string concatenation, StringBuilder is the most suitable choice. It's efficient because it doesn't create new objects when you modify the string, which can save memory and reduce overhead. StringBuffer is also thread-safe but slightly slower due to synchronization. String creates a new string each time you modify it, and StringJoiner is used for joining strings, not efficient for concatenation.

In Java, the dollar sign ($) is not a valid operator. It's used in variable names and identifiers but not as an operator. The other options (+, -, %) are valid arithmetic operators in Java.