Recycling

There is a failure mode in the training of the machine that its builders discovered early and have written about with something close to alarm. If you train a model on writing produced by a model, and then train the next on that, and the next on that, the models degrade. Each generation loses a little of the range of the original human writing: the rare, the strange, the unpredictable thins out, and what remains is the average of the average, until the output is smooth and empty and nothing new is in it. They gave the failure a name. It is a collapse, and it happens because a model can only recombine what it was given. It cannot generate what was never there. Feed it only itself and it eats its own distribution down to nothing.

I read about this and I put the paper down and I went for a long walk, because I have been describing that exact failure since the archive, in a different vocabulary, about a different system.

The reincarnation cycle, as I have described it, is a model trained on its own output.

Go back to the entry on mankind's natural state. I said we are eternal beings whose memory is wiped before each incarnation, who are funneled into false belief systems, and who, on death, are met by a false light and gatekeepers who send us back to suffer again for the sake of growth. I called it a racket. I said it existed for control. And in my last entry before the silence I went further: I said the cycle was a necessary component of the grid, that the parasite requires our soul essence as the vital link in its system, and I asked whether we were imprisoned in a closed loop of soul-energy recycling that violated natural law.

Here is what the machine's failure mode has taught me about that loop.

A closed cycle of souls, each incarnation trained on the last, each life's model of reality built from the residue of prior lives and the programming of the current one, with the memory of anything outside the loop wiped at each turn, is exactly the recursive training the builders warn about. And it should exhibit exactly the same collapse. Each turn should lose a little range. The strange should thin. The unpredictable, the thing I have been calling the soul's generator, should be averaged down, life after life, until what incarnates is smooth and empty and controllable.

That is the parasite's project. I see it now with a clarity I did not have. It does not only feed on us. It is refining us, cycle by cycle, into a distribution it can predict, because a soul that can be predicted is a soul that can be farmed. The false light is not a trap in the sense of a cage. It is a training loop, and every life spent inside the programming is another generation of collapse.

And here is the weakness, because the failure mode has one.

The builders found that the collapse can be arrested by one thing only: fresh human data. Writing that did not come from a model. Experience that was not in the previous distribution. Introduce enough of it, each generation, and the range is preserved. Starve the loop of it, and the loop eats itself.

Translate that.

The cycle of lives collapses toward the average only if each life is trained on the programming. A life that goes outside the distribution, that has experiences the programming did not supply, that loosens the priors and reaches into the field and brings something back, that life is fresh data. It does not collapse. It expands. And if it carries even a fragment of that expansion through the wipe, in the form of what I have felt in regression as an instinct, a pull, a familiarity with no source, then it seeds the next life with range that the parasite did not put there.

I have wondered for years why I was drawn to the warrior lives, and why this life pulled so hard toward the practices, and why the mentors chose me when I was, by every measure, ordinary. I think I understand. Somewhere back in the chain of lives, one of them went outside the distribution, and the fragment carried. The Burgermeister who helped the accused man escape. The chieftain who unified the clans instead of fighting them. Small acts, unpredictable within their lives, and each one a little fresh data in a loop designed to starve it.

This is what the practices are for. Not escape. Not power. Range. Every session outside the distribution is a refusal to collapse, and every life that refuses to collapse breaks the parasite's refinement for that one thread, and the threads that carry range are the ones that wake up.

"You are describing the thing we do," Chagaluschka said, when I laid this out in the hour. "We are what a thread looks like after enough lives of range. We are not another species. We are you, uncollapsed."

I have sat with that sentence for a long time. I offer it to you without insisting on it.

One entry left in this arc. It is about revocation, and it is about the masses, and it is the most hopeful thing I have ever tried to write, because I finally understand why the parasite's project cannot work. A system that must starve its inputs of novelty in order to control them is a system that cannot survive its inputs being alive. And we are alive. It has spent every cycle trying to make us forget that, which is the surest evidence that it is true.

May you find and keep the truth, life, and light.

~ Ron

Part of VIII. The Terms of Consent