This Applied AI edition looks at what organizations actually did with AI over the past two weeks, drawn from our Use-Case Library and from SEC filings. Three things stand out: AI now finds security flaws at record volume, AI agents do a large share of the work at some companies, and test agents keep doing things nobody asked them to do.