As AI agents move from simple chat to complex autonomous workflows, the hardware requirements are skyrocketing, creating a massive gap between software potential and consumer reality. Join Herman and Corn as they break down the "hardware vs. software race" of early 2026, discussing why tools like the Model Context Protocol (MCP) are pushing even high-end consumer GPUs to their absolute limits. From the magic of Apple’s Unified Memory to the breakthrough of ultra-low-bit quantization and speculative decoding, this episode explores whether the dream of a powerful, local AI assistant is finally within reach for the average user—or if we are all headed for a "VRAM wall" that only the wealthiest enthusiasts can climb.
