I doubt most of your claims. Maybe the guardrails and emotional intelligence is true.
For speed and efficiency, you are most likely wrong.
Speed is led by GPT-5.6 Sol on Cerebras Ultrafast at 750 t/s. Afaik you cannot serve a single DeepSeek Flash 4.1 stream at 750 t/s, plus the model is less intelligent as seen on newer benchmarks.
I believe OpenAI and Anhropic are at the frontier of efficiency too. There were numerous reports about their breakthroughs and associated API price cuts. The idea that open-weight models are more efficient seems unfounded.
For speed and efficiency, you are most likely wrong.
Speed is led by GPT-5.6 Sol on Cerebras Ultrafast at 750 t/s. Afaik you cannot serve a single DeepSeek Flash 4.1 stream at 750 t/s, plus the model is less intelligent as seen on newer benchmarks.
I believe OpenAI and Anhropic are at the frontier of efficiency too. There were numerous reports about their breakthroughs and associated API price cuts. The idea that open-weight models are more efficient seems unfounded.