In the Consciousness-Only school, consciousness itself is not ultimately substantial. That is, it is in continual flux, arising and disappearing, as each thought comes and goes.
Therefore there is actually no “I,” but only a stream of thoughts leading to further thoughts.
Consciousness of mind is thus real, but not the self (thoughts come and go, and produce more thoughts, without an actual self or atman).