This question is a bit out of context. Cerebras is a startup producing innovative AI chips. Their chips are super cool, and I personally believe Cerebras is ah

This question is a bit out of context. Cerebras is a startup producing innovative AI chips. Their chips are super cool, and I personally believe Cerebras is ahead of the industry and is on the right technical path. As a matter of fact, Cerebras started with HPC chips. Then pivoted to AI like everyone else. They are still deep in the trench for survival. Given that, they have very little software prowess compared to AMD (which has *terrible* software stack for AI GPUs look at https://github.com/ROCm/rdc https://github.com/ROCm/rdc, an equivalent to NVIDIA DCGM, which virtually has no maintainer, and no one is using it), NVIDIA (the golden standard of software stack for AI GPUs); and you are referring to structured output and prompt caching which are prominently developed by LLM research institutions (OpenAI Anthropic, each of which have way more funding than Cerebras) In the end, educate yourself, and do not put unrealistic expectation on startups.