The Baumslag group had been a candidate for a group with an extremely difficult word problem until Myasnikov, Ushakov, and Won succeeded to show that its word problem can be solved in polynomial time. Their result used the newly developed data structure of power circuits allowing for a non-elementary compression of integers. Later this was extended in two directions: Laun showed that the same applies to generalized Baumslag groups G1,q for q ≥ 2 and we established that the word problem of the Baumslag group G1,2 can be solved in TC 2 . In this work we further improve upon both previous results by showing that the word problem of all the generalized Baumslag groups G1,q can be solved in TC 1 -even for negative q. Our result is based on using refined operations on reduced power circuits. Moreover, we prove that the conjugacy problem in G1,q is strongly generically in TC 1 (meaning that for "most" inputs it is in TC 1 ). Finally, for every fixed g ∈ G1,q conjugacy to g can be decided in TC 1 for all inputs.