AI Policy and Workforce Shift

Design a framework for policymakers to oversee AI deployment that balances innovation, safety, and equity while preparing the workforce for advanced technical roles. Compare regulatory approaches (risk-based, sector-specific, and cross-cutting) and propose programs for training, certification, and public-private collaboration to minimize displacement and maximize productivity.