I appreciated @OpenBMB giving a few of us an early look at these new models. They are the real deal. When I put MiniCPM-V 4.7 35B A3B through my own personal agent benchmarking (see comments for more info on what I test and why), it outperforms 35B MoE incumbents that one would normally reach for. Lite Agent testing (A1) was a perfect result, and PA4 (bringing a complex agent loop workflow together with lots of context and tool calls) was surprisingly strong. This is even before looking at the new vision and other capabilities, but as a life admin 'brain' - it's quite stellar.