At Pentaho, we did not "add AI" to Quality Engineering (QE). We are re-architecting QE so AI can actually do the work — by replacing the scattered test plan with capability folders that every skill (drafting, pairwise design, triage, lint) reads and writes the same files a human reviewer would.