Machine Heart
Jul 3, 2026 · Artificial Intelligence
Avoiding Pitfalls in Heterogeneous Token Factories: Industry‑Level Design Practices for Cross‑Hardware LLM Inference
The article analyzes a recent multi‑institution paper that maps the design space of heterogeneous Prefill‑Decode LLM inference, identifies three core boundary decisions, presents nine deployment best practices, and validates them with a production token‑factory case on MuXi C600 and NVIDIA Hopper GPUs.
KV cacheLLMdeployment best practices
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