> Review what you just wrote, according to some appropriate list of evaluation criteria that you come up with first

I get better results from these models when I ask for the appropriate list of evaluation criteria with a fresh context. If you pollute the context with its first iteration, then you are likely to get a worse result when you ask it to come up with the criteria with the first version in the context. Context contamination can unintentionally narrow the expertise of the inquiry (even for meat humanoids).

It's unfortunate that Cerebras disabled new sign-ups for their coder plans. GLM-4.7 on Cerebras via OpenRouter used to be absolutely amazing...

I am very eager to see 15,000 tokens/second eventually, like Talaas but for higher intelligence models. I know a few people working on ASICs in this direction including open-source projects. It's all extremely exciting.