Bipartisan consensus means "at this moment, neither party opposes this policy"
It is indeed fragile since, as you point out, it only takes one party (or in Rs case, one person) to eliminate the consensus. Consensus comes and goes.
And yet, it's notable when through the chaos, both parties have consistently maintained lockstep agreement for 30 years.