> it's been proven that it doesn't summarize, but rather abridges and abbreviates data

Do you have more resources on that? I'd love to read about the methodology.

> And therefore it's impossible to test the accuracy if it's consuming your own data.

Isn't it only if it's hard to verify the result? If it's a result that's hard to produce but easy to verify, a class which many problems fall into, you'd just need to look at the synthetized results.

If you ask it "given these arbitrary metrics, what is the best business plan for my company?" It'd be really hard to verify the result. I'd be hard to verify the result from anyone for that matter, even specialists.

So I think it's less about expecting the LLM to do autonomous work and more about using LLMs to more efficiently help you search the latent space for interesting correlations, so that you and not the LLM come up with the insights.