Might want to look into methods for charging to 80 percent tops most times and allow some discharge time. Let the lithium breathe. Only reason it never tolerated 24/7 power out of the box is lack of considerate design.

There’s some really close prior art here https://arxiv.org/abs/2404.00725

Not sure about keyword generation exactly as OP intends to apply this, but short simple code that needs to be validated on output seems like the better application. Models are tiny and fast, so mmap and run in parallel and race to what passes validation first. Each agent gets a git branch. Losers generate the anti patterns. Human or cheap tokens integrates the results from corpus back into harness. Next generation.

It isn’t even the LLM. Its the data scraped from the internet wholesale and users contributing to corps by use. Not to mention the staggering amount of engineers turning that raw data into better output. The LLM just spits those billions of dollars of effort back out. I only pick this nit because too many people see local LLM and think that’s where the magic happens. It is just a flash in the pan. you need an internal combustion engine, transmission, wheels, chassis, cabin, and probably some seats if you want to get anywhere with it. That said, it is the concentration of effort. Individuals can’t really rival that. I wonder if there are any initiatives in the open source community with this mindset…

Wrap it in a harness. Dump antipatterns. Keep the rest. Call it a ratchet. Loop that. Fail fast. Refine. See what sticks. Design a better harness. Augment that harness. If nothing good comes out, that’s data and that is good.

A vast minority of this community interacts with llm ever and it shows

So no shell? No internet? It must be air gapped? Because it’s not dangerous or concerning?

Ground pork

This is what we get for Musk keeping Trump balls warm. Probably the same reason we see Tesla back with the majority of US EV sales. Fuckin racket. If the spacex and grok deal wasnt a thing the other players might have a chance to have some skin in the IPO game. Yes, yes, why sympathize for these corporate monsters, I heard you already. Just raving about politics.