Season 2 · Episode 1620
Why VRAM Is the Wrong Way to Measure Your AI PC
Forget VRAM—bandwidth is the new king. Discover why your local AI feels slow and how to build a true "agent computer" for professional coding.
My Weird Prompts · Daniel Rosehill
March 27, 202621m 36s
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Show Notes
As we move from simple chatbots to autonomous coding agents, the hardware requirements for local AI are shifting from mere capacity to raw throughput. This episode breaks down the "frustration threshold" for developers and explains why prefill speed and memory bandwidth are now more important than your GPU's total VRAM. We explore the latest 2026 hardware benchmarks, the hidden "tax" of the Model Context Protocol, and how distributed inference can turn your old hardware into an agentic powerhouse.