How do comment @replies work?

How do the comment replies (aka "pinging users") work?

• Who can I send an @reply to?
• How do I respond to a specific user when entering my comment?
• Will they be notified?
• What do people mean when they talk about "pinging" another user?

Related:

1. How do I view the recent replies to things I have written?

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