Some of those who think about the inner workings of AI have come to the conclusion that, around 2026, chatbot training processes might run out of human-originated data! This might seem arcane—as in “Who cares?”—except that large language AI training algorithms depend on machines that slurp up vast quantities of information to feed into models of predictable reality. With less material to scrape together, the algorithms might construct outputs that are increasingly based on information that the bots had themselves created! Like *snakes devouring their own tails in autophagous loops, AI-based programs and enterprises could gradually become less smart and less dependable.
This phenomenon is also called “model collapse,” another way of saying that this human enterprise could be vulnerable. Already existing mistrust of the information that comes from logarithmic intelligence might increase rapidly in a society leaking trust from its internal organs. These self-devouring programs could aggregate growing amounts of mistakes, bias, unfairness and ignorance. Those who have given over to AI some of their primary leadership functions—research, discernment, decision-making, writing, teaching—might experience compounded difficulty in ascertaining truth from fiction, precision from ambiguity or science from alchemy.
Knowing that my words here could also be part of what AI is collecting in the ether, the possibility of self-devouring AI invites another thought: Those of us still writing words onto screens might have real value in a future starved for truthful knowledge and wisdom. Perhaps those of us who communicate on our computers or smartphones can redeem digital loopiness with careful, caring words that data-hungry AI chatbots will then consume with gratitude. Words of grace and love. Words about God. The Word of God…!
Want to join me in setting the snakes free?
*To see the historical mythology of self-devouring snakes, see Ouroboros | Mythology, Alchemy, Symbolism | Britannica . Note how the ancient meanings and symbolism have been turned on their heads.
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