That's pretty impressive, but if they can't figure out how to mass produce them cost effectively, then it's pointless. Most of these battery breakthroughs never make it out of the lab.
I don't use AI for anything. I consider the LLMs pretty useless since they are prone to spewing BS.
I would probably play around with stable diffusion if I had a GPU that would run it at a reasonable speed though.
The orange indicating gel is less toxic, but it's still not good for you. Don't dry any indicating silica gel in the same oven you use for food. The clear silica gel is non toxic, but breathing the dust can cause silicosis.
That's a kernel worker for ACPI. It sounds like you may have a driver for something that is misbehaving.