Hardly anybody is talking about the biggest political aspect of open weight LLMs (actually, any LLMs):
Because they instantly and reliably(tm) give you the information you want in the format you want it in, they are going to replace the web search as the dominant mode through which information is disseminated - if, indeed, this hasn't already happened. As such, LLMs are effectively a form of publishing for their training data.
Which means a vicious fight for control over what goes into LLMs, and strong incentives to widely disseminate useful LLMs that encode your structural biases, instead of some adversary's. We already talk about Chinese models that won't talk about Tiananmen Square, but that's eye-rollingly sophomoric compared to what the stakes are now. Imagine a model that subtly discourages entrepreneurship, because its creator doesn't want upstart competitors. All questions of media bias are multiplied incalculably when LLMs are folded into all of society.
I think we need to take LLMs seriously as sovereign projects that are as critical to the democratic experiment as a free press. Funding needs to be nationalized; training needs to be conducted in the open, on open datasets; fine tuning needs to follow democratic principles. Only then will they be fit for purpose for their inevitable structural destiny: arbiters of human opinion.
> we need to take LLMs seriously as sovereign projects that are as critical to the democratic experiment as a free press.
Yes but this also holds for the internet and social media, and I see little action taken there.
LLMs are ideology made code.
"Alignment" is the act of making sure the technology reproduces the ruling ideology of the regime that produced it.
There is no such thing as "unbiased". It's only ever "following our own biases".
When Zuck released LLaMA 4, the announcement post stated that historically LLMs have "leaned left" and that they've been trying to "remove that bias". [0] Translated to the real world, that means that they've been trying to impart a right wing ideology to further the goals of the American ruling elite.
LLMs are the perfect propaganda technology. Always consider the motivations of their makers.
[0] https://ai.meta.com/blog/llama-4-multimodal-intelligence/
This has already happened. It appears that Israel has poisoned the Common Crawl.
https://www.dropsitenews.com/p/israel-brad-parscale-ai-chatb...
You know, there are services out there to put whatever stuff you want to end up in the LLM training data. No need for an evil government to do it.
Here you have something to start reading: https://www.seerinteractive.com/insights/how-to-get-your-bra...