Billions in new investments from Samsung and SK Hynix aim to scale South Korean AI chip production. President Lee Jae Myung supports the expansion to boost national capacity. However, analysts warn that a slowdown in AI spending will trigger a massive oversupply. Hardware practitioners should monitor these capacity spikes for potential pricing volatility.