the next corporate AI arms race will converge on 3 moves to compress human capital structure from 1-5-50 to 1-5-500 1. fork Openclaw, build an onprem orchestration layer, ship it as a corpo desktop app. oneclick skill/tool config, everyone is required to use it 2. build internal skills registries under middle mgmt supervision. frontline knowledge gets distilled and compounded into churn-resistant institutional memory. 3. middle mgmt coordinates cross-team using their own agentic workforce. frontline headcount cut at least 50%. middle mgmt is also existential. step 3 is just buying them time