Sustainable capability now requires continuous learning ecosystems instead of one-off training events. Forbes argues that isolated workshops fail to keep organizations relevant as AI evolves. This shift demands a systemic approach to skill acquisition. Practitioners must integrate ongoing education into daily workflows to avoid rapid skill obsolescence in a fast-moving technical environment.