Red teaming is moving into automated production workflows

OpenShift-based automated red teaming and LangSmith’s private-beta capabilities point toward continuous testing using challenger attacks, judge models, production traces, repositories, and automated fix validation. Tool builders should scrutinize attack diversity, judge bias, reproducibility, false negatives, trace privacy, and whether claimed coverage maps to real agent abuse cases.