// Hacker Noon · 9 June 2026

Running Two LLMs on a Mini PC Sounds Great Until the Benchmarks Arrive

Running two LLMs simultaneously on a shared-memory APU is technically possible but practically pointless. DDR5 bandwidth (~80 GB/s) is the bottleneck, not compute. Both models compete for the same memory bus regardless of CPU vs GPU assignment. Agent frameworks run sequentially anyway, so there's no...

Hacker Noon

@hacker-noon · Josh Green

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