Now they just stop releasing. Thats a sizeable change. Even if you have a known bias, we can adjusy for that bias.

But if you just stop collecting data? No, these are not your father's red versus blue stats.

Sure, but thetes a sizeable diffetence when skewed data becomes no-data.

Context has power. Removing it is thining the herd of power.

I say removing skewed data forces people to confront reality as it actually is.

Instead of "This economy sucks!" "Yeah, but look at the data, it's getting better..."

Now we just have "This economy sucks!" "Yeah"

Or its a prelude to nationwide digital censorship.

LLMs are intrinsically deaigned for token production, which is typically inversely related to optimization and efficoency.

It _was_ a great asset, however, just like models need proper data, as soon as musk removed the clamps on valuable social signals, well, he basically took a dump where he intended to eat.

They did say was, and did say Twitter, which existed in the past.

Why would the problem ever go away? It's compression technologys have existed virtually since the beginning of computing, and one could argue human brains do their own version of compression during sleep.

Your comment reminded me of this old simulacra paper (https://arxiv.org/pdf/2304.03442) :) iirc, they compressed the "memory roll" of the agents every once in a while

The people trump relies on to make his decisions (if he's making them) include tons of far right accelerationists; so they'd be happy to watch modern society fall.

That's really the worst case scenario, that people who manipulate policy of the most powerful country just want everything burn.

Cline (https://marketplace.visualstudio.com/items?itemName=saoudriz...) in vscode, inside a code-server run within docker (https://docs.linuxserver.io/images/docker-code-server/) using lmstudio (https://lmstudio.ai/) to access unsloth models (https://unsloth.ai/docs/get-started/unsloth-model-catalog) speficially (https://unsloth.ai/docs/models/qwen3-coder-next) appears to be right at the edge of productivity, as long as you realize what complexity means when issuing tasks.