AI article

Why a System-1 Decision Model Beat a Small Local LLM on My Laptop

Dev.to | Nov 8, 2026 | Aaron Vaz

Automated excerpt

Keep the model running permanently on my hardware. Hardware Bottlenecks: Memory Bandwidth & Vulkan vs. Total Time: ~58.4 seconds of model time (60.2 seconds total with the web fetch).

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