prefer. Finally, the thing we want to talk about of course is pricing and other model statistics. So, we can see right here from the API dashboard Muse Spark 1.2 has a 1 million token context window. Input is $1.25 per million in and output is $4.25 per million out. Now, unless these figures for 1.1 have changed, it is the same price as its predecessor, which I suppose is good. Now, for those who are interested in testing this we can see the contributor version right here is significantly significantly decreased in terms of the cost, 10 cents per million in, 20 cents per million out. However, that specifically is cheap because you allow them to train on everything you send it to and it is also rate limited. So, for today's testing I'm going to be opting