Good general approach, but deepseek has thus far always delivered. And not just delivered, but under open license too. "Ad" as starting assumption seems overly harsh

I mean.. true. Also, DeepSeek has good cred so far on delivering roughly what their PR says they are delivering. My prior would be that their papers are generally credible.