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In this video tutorial, the speaker demonstrates how to use annotation queries to link the log panels with the graphs in a dashboard. They quickly create a count over time system journal using a log panel. By creating an annotation query, they can highlight specific errors, such as "invalid user," on the graph. Using the explore tab, they select the desired log panel and perfect the query to find instances of the error. With a simple query, they identify "invalid user" entries and copy the query to add it to the dashboard.