I’d like to offer a recent case study in how the human-LLM-human process outlined above works.
For at least a couple years now, I’ve suspected that Hanzi Freinacht’s stages of history model derives too directly from specifically Western experience. I tried exploring that hypothesis in multiple online forums (like this one), but the problem came back that not many forum participants had the requisite knowledge or interest in China, Japan, India, Islam, Africa and other non-Western cultures to really put my ideas to the test. So I needed a thought partner who at least has a knowledge base I can engage with, short of me relocating to Oxford, Cambridge, Harvard or some such. Below is a link to the Hanzi model. Below that is how I recently used LLMs to stress test it.
https://medium.com/@hanzifreinacht/the-6-hidden-patterns-introduction-b3d5cc63fa50
So what I did was to put the article above on a browser tab and then factored that article through multiple Gemini prompts of the form “How well does the model in the linked tab align with [some culture’s] history?” I did this for all areas listed above, as well as Korea, Russia, and few others. On principle, a good university library would support the same exercise - and I’ve been doing it that way for multiple decades - but the LLM is quicker and the output is tidier.
By way of quick summary, the Hanzi model holds up surprisingly well over the first three stages (Animist, Faustian, Post-Faustian). Those three really were pretty much all over the world. The LLM asserted similar universality for the Modern, but I smelled something “off” in the detailed output. Namely, in too many geographies, the Modern only arrived as embodied by European or US gun ships. The development was completely inorganic from the local POV. Also, I asked the LLM to clarify how the Song Dynasty related to the Modern. The LLM concurs with human scholarship that the Song was the most “modern” thing going in its era (but I had to kick the LLM a bit to get that out - illustrating that human riders need to guide the horse on occasion!) Anyway, what I came away with was a very different shape of the “modern” than would be implied by standard stage theory. The modern is not some organic development that happens willy-nilly to all cultures in the course of time. It’s a historical structure that emerged in one specific geography and then got foisted onto all the others! How those other civilizational cultures are dialectically appropriating the foreign-imposed “modern” is a much larger story I would gladly wish to explore (but not, for brevity’s sake, in this current post. As for the “Post-modern” and the “Metamodern”, on a global basis, these are hothouse plants, barely visible outside elite urban settings. To call these two “stages of history” is really stretching the point quite a bit. To my historically trained eye, they look more like fashion trends within the Modern, and moreover, fashion trends lacking appeal beyond certain very niche markets.
Then, to really drive the nail home, I asked the LLM to assess recent US history under the Hanzi model. Guess which level MAGA clocks in at? That’s right - the Faustian! How, exactly, can these “stages of history” be running backwards like that? Shouldn’t we all be gender-fluid, vegan, yoga practitioners by now? In short, the LLM sessions supported what I suspected all along - the “stages” model is too Western and too unidirectional to support its many ambitions. The LLM did not exactly hand me a better model (that’s my job), but it did suggest a few interesting directions in which that analysis might lead.