MiniCPM-V 4.7 publishes on-device multimodal weights and deployment paths suitable for direct testing; phone speed, quality, thermals and battery use still need independent validation.
Next stepWithin one day, compare visual-task quality, sustained tokens per second, peak memory, thermals and battery use on a target phone.