 Ambrosia artemisopholia is an invasive weed and primary cause of pollen-induced hay fever. Here, the authors report its chromosome-level phase genome assembly, examine genome-wide variation among modern and historic accessions, and identify large haploblox underling rapid adaptation. This article was authored by Paul Batley, Jonathan Wilson, Vanessa C. Beaker, and others.