Compact, open, and industrial multimodal AI commercialization

GPT-5.4 mini/nano, DeepSeek V4 Flash Vision-Exp, efficient video-model techniques, Kimi K3 Vision evaluations, and Video Rebirth's $80M financing show simultaneous pressure to lower inference cost and expand video intelligence. DeepSeek's open weights and local-serving integrations are notable, but scale, tooling maturity, and benchmark independence remain open questions.