I'm new in this area and I've learned a lot from the replies. Thanks for sharing, folks :)
Just to clarify, when I said "to turn LLMs into chips", I didn't mean to run it on CPU/GPU/TPU or any general purpose computing units, but to hardwire the entire LLM as a chip. Rethinking about it, the answer is likely yes since it's serializable. However, given how fast the models are evolving, the business value might be quite dim at the moment.