
Jin Lei, from Aofei Temple, QbitAI | WeChat Official Account: MiniCPM-V 4.7 is open-sourced, with its 35B-A3B MoE model capable of running smoothly offline on edge devices such as the iPhone 17 Pro Max. The article demonstrates its performance in tasks including chart understanding, ticket verification, parking rule reasoning, and paper-to-Markdown conversion, while explaining key technologies such as LES lookahead expert scheduling, mixed-precision quantization, and self-replay fine-tuning. It also discusses the projected growth in edge AI smartphone shipments by 2026, memory costs, and ecosystem compatibility.

