Barkley agents are designed to work within the complex bureaucracies that slow highly regulated organisations — such as automating the paperwork that limits clinical capacity and revenue in healthcare, streamlining procurement to reduce friction and improve value for public spend in defence, and accelerating research and drug-safety workflows to enhance speed, accuracy, and patient outcomes in life sciences. Freeing up sectors that collectively burn $2B a day in excessive, wasteful bureaucracy.