Administrative Conference of the United States plenary: Chair report on staffing, finances and ongoing projects; keynote conversation with Judge David S. Tatel about his memoir and accessibility; committee presentation and adoption of recommendations on algorithmic tools in enforcement, public engagement under the good-cause exemption, and nonlawyer assistance/representation in agency adjudications.