For high reliability,you want reliability coefficients to be positive and as close as possible to 1.

This statement is true. Reliability coefficients range from 0 to 1, with higher values indicating greater reliability. Positive coefficients indicate a direct relationship between the observed scores and the true scores, which is desirable for high reliability.