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If a new mode were to follow these patterns, it would appear in the next century, after a transition of ten years or less, and have a doubling time of about a month, a main cycle of about a week, and a typical group size of a trillion.

The Twitter News Cycle in a nutshell.

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Related book: _1000 Years of Nonlinear History_ by Manuel DeLanda. I'm about 1/2 finished with it, and plan to write a review when I'm done (in a few weeks, currently distracted with work-related stuff).

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It would be cool if one could find corresponding cycles for the pre-human modes.

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Yup, it isn't at all obvious, but it is intriguing.

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A dynamical systems approach: The growth of a system can be represented a X'(t)=MX(t), where M is some matrix denoting how the different components of X(t) interact. If it has eigenvalues lambda_i the solutions are of the form X(t)=sum_i c_i exp(lambda_i t). Obviously there is some big positive real part of some eigenvalue (let's say lambda_1) driving the overall exponential growth. If we look at the rest, X(t)/c_1 exp(lambda_1 t) = 1 + sum_{i>1} (c_i/c_1) exp( (lambda_i - lambda_1) t), we can get oscillations if some of those lambda_i have imaginary components. The frequency depends on the size of the components: there is no particular reason except the structure of M for it to be a 1:3 ratio, and maybe a different economy/species would have a different ratio.

So when we move to a new growth mode M changes so the main eigenvalue lambda_1 becomes larger. If all eigenvalues are multiplied by the same factor then the frequency also scales up proportionally. That would fit Robin's suggestion.

Of course, the next mystery is why growth modes merely multiply eigenvalues (for example by replacing M with kM where k>1). It is unsurprising that we get exponential growth in a model like this, but it is not obvious why growth modes should have related matrices. At least not to me.

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Basically, there is no clear rule here. I did some estimates of the energy requirements of different kinds of technological singularities and computational modes, including scaling like Chaisson's power density models. With the right architecture trillions of ems can run on renewable energy - but there are a lot of arbitrary moving parts. Typically, of course, bigger civilisations use more energy.

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To cherry pick, I'd need to pick. But I'm telling you about all the big correlations I can see.

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This is the essential problem with "weak clues." It amounts to cherry picking coincidences.

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For this 1:3 ratio of cycles to doubling times to be more than a coincidence, wouldn't there have to be some consistent causal pattern across the growth modes (e.g. cycle period controls doubling time, or doubling time controls cycle period, or something else controls both)?

If so, then unless it was forager doubling time that controlled ice age recurrence time (which seems unlikely), whatever factors F controlled ice age recurrence time directly or indirectly controlled forager doubling time, while themselves being part of an *overall* pattern (again, presumably causal) that *also* caused forager doubling time to fit neatly within the reduced-doubling-time pattern you're highlighting.

All of which seems like a very tall order for these mystery factors F.

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There's one other common thread: every progression drastically increased our energy consumption per capita. I'll invite you to calculate the total energy consumption of this trillion of people during the next century. Compare that with the amount of all fossil fuels (including Uranium). Then you'll see how quickly we'd need to transition to renewable energy to make this next step happen.

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Hmm. If we consider just your own lifetime, we can observe that you have steadily promoted the bold extrapolation of trends that are typically best-plotted on logarithmic scales, throughout at least one (now approaching two) age-doubling periods. Using this same process, at least to the extent I understand it, I hereby predict that you will continue to employ this methodology to many interesting problems yet to be identified, and that you will persist in this activity until you are at least a centenarian (and perhaps well beyond that, if you remain alive and lucid) since that condition would require less than one more doubling of your present age. :)

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