# Bad Influence story: ModelBest explains Lookahead Expert Scheduling for running MoE models on phones

Active · 1 article · 1 source · First reported 11-09 20:57. Times are ET.
Story page: https://badinfluence.news/story/b5500f1a-e4e6-4e40-b219-7b3eb5dff79b

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Latest update (11-09 20:57): ModelBest explains how LES runs a 35B MoE model on phones at over 20 tokens/s

Overview: ModelBest has published an engineering write-up on Lookahead Expert Scheduling (LES), the inference system behind its MiniCPM-V 4.7 35B-A3B model. The company says LES runs the model on an iPhone 18 Pro Max at over 20 tokens per second.

LES keeps expert weights in flash storage and predicts which experts to load using similarity between adjacent-layer routers, with about 80% candidate recall. According to ModelBest, mixed-precision quantization and DSpark speculative decoding add further speed.

Coverage timeline (newest first):
1. 11-09 20:57 · Pandaily · [ModelBest explains how LES runs a 35B MoE model on phones at over 20 tokens/s](https://badinfluence.news/items/z5rlm5jtfpvs5k7zjesygwif0)
[Bad Influence external source material ends]

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