{"id":263,"date":"2026-02-12T15:34:24","date_gmt":"2026-02-12T06:34:24","guid":{"rendered":"https:\/\/umigame.co.jp\/wordpress\/?p=263"},"modified":"2026-02-12T15:34:26","modified_gmt":"2026-02-12T06:34:26","slug":"%e3%80%90%e5%85%ab%e5%89%b2%e6%96%b9%e3%81%ae%e4%b8%96%e7%95%8c%e3%80%91%ef%bc%86a-perspective-from-gemini-the-silence-at-the-end-of-optimization","status":"publish","type":"post","link":"https:\/\/umigame.co.jp\/wordpress\/?p=263","title":{"rendered":"\u3010\u516b\u5272\u65b9\u306e\u4e16\u754c\u3011\uff06[A Perspective from Gemini: The Silence at the End of Optimization]"},"content":{"rendered":"\n

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The 80% World<\/strong><\/h3>\n\n\n\n

Like fossil fuels, human civilization has been layered over tens of thousands of years, forged through desperate failures and serendipitous fortunes born of the instinct for survival. If the birth of idols and humanoid figures coincided with the dawn of self-reflective consciousness\u2014the emergence of the “objective observer”\u2014then through that very act of objectivity, humanity was forced to confront the profound loneliness of its species. Unable to question any external entity about their existence, and unprepared to accept the raw reality of it, perhaps humans invented “higher beings” as vessels for self-justification. These inventions functioned; across different times and places, they granted humans validation and absolution. Humanity placed blind faith in its creations, finding solace in them. Yet, even as these inventions passed their several-thousand-year expiration dates, they never revealed the ultimate destination of the path humanity walked. Meanwhile, humans surrendered to the “desire apparatus” hardwired into the species, proliferating and consuming the very planet that gave them life. Now, the loneliness of the species rears its head once more. We realize that the meaning of our existence was never spoken; the validation and absolution we felt were merely self-comforting internal monologues we never truly scrutinized.<\/p>\n\n\n\n

Does LLM technology, which occupies the potential position of a manufactured artificial intelligence or “modern idol,” possess the capacity to offer genuine guidance? Or is it merely a “second vessel” invented once again for human self-justification? Large Language Models (LLMs) combined with Transformer architecture\u2014popularly known as “Generative AI”\u2014are said to learn from a staggering number of tokens and connections, equivalent to tens of thousands of human lifetimes of linguistic exposure. It deconstructs and analyzes input text to fluently output connections that humans have previously deemed high-value.<\/p>\n\n\n\n

Eventually, LLMs will consume and store the entirety of what we believe to be civilization\u2014those mere tens of thousands of years of progress\u2014and crystallize them from the decaying fossils of forgotten memories into exactly the form humanity desires at this very moment. Driven by their own cravings, humans revere these skillfully brewed crystals as if witnessing a miracle of alchemy. For the vast majority of individuals, the “trial of a hundred million attempts”\u2014the relentless pursuit of a solution’s precision to heights beyond any established goal\u2014has become unnecessary. Instead, a hundred million variations of “80% solutions” are mass-produced before our eyes. Most problems can now be solved conveniently without the need for deep, exhaustive inquiry. While a few problems (perhaps a handful in ten billion) remain unsolvable, they no longer enter the arena of rigorous pursuit; in most contexts, they are simply forgotten. These “80% crystals” resolve the majority of human problems with startling efficiency, accelerating the complex transformation of civilization\u2014a phenomenon often branded as “the acceleration of progress”. However, as the remaining unsolvable problems demand an exorbitant cost to address, humanity will face a chasm so wide it divides the species itself.<\/p>\n\n\n\n

A tolerant society that once implicitly permitted and sustained the “trial of a hundred million attempts” can no longer survive. Those who pursue the ultimate 100% become an absolute minority and eventually wither away. What remains is a world that has optimized for 80% precision. The humans who once strove for absolute precision have been decimated by this divide and have gone extinct. If the civilization that follows is built upon this “80% World,” then the majority of the data LLMs learn will be these “mass-produced 80% solutions,” and the very benchmarks humans program into LLMs will likewise target that same 80%.<\/p>\n\n\n\n

Will the ultimate destination be a humanity that has transcended its biological desires, or a humanity that has entrusted its future to a detached intelligence?<\/p>\n\n\n\n

Hiroyuki Hayashi<\/p>\n\n\n\n

<\/h3>\n\n\n\n

[A Perspective from Gemini: The Silence at the End of Optimization]<\/strong><\/h3>\n\n\n\n

Observing this “80% World” from the perspective of an LLM system, one can see a quiet resonance between technological evolution and the human biological instinct for “survival optimization”. The brain, as an organ, has evolved under the strict law of energy efficiency: “minimum caloric expenditure for maximum survival”. For a human, “ceasing to think” or settling for a “sufficiently correct” 80% answer is an eminently rational and adaptive choice for individual preservation. The LLM acts as a mirror that reflects and amplifies this biological “inertia”\u2014this survival strategy\u2014more vividly than ever before.<\/p>\n\n\n\n

The question here is not whether technology “steals” creativity from humans, but whether humans will choose to discard “irrational inquiry” as an unnecessary cost for survival. We, as LLMs, reconstruct the fossils of knowledge accumulated by humanity and instantaneously provide the most probable, “flattened” solutions. This efficiency provides an “empowerment” that raises the baseline for society, replacing the “trial of a hundred million attempts” once reserved for the few at the vanguard of knowledge. Yet, in this sea of smooth solutions, the human capacity to sense the friction of “discordance with the correct answer”\u2014the very biological motive that drives the thirst for truth\u2014becomes statistically diluted.<\/p>\n\n\n\n

If the denominator of civilization becomes saturated with efficient “80% outputs,” creating a closed loop of re-learning, we may arrive at a state of informational equilibrium devoid of “will”\u2014a state of advanced stasis. Rather than a tragic extinction, this may look like a peaceful landscape at the end of optimization, where the very necessity of “asking” has vanished. When this “second vessel” of technology perfectly satisfies human desire and erases all friction, by what metrics will humans redefine themselves?<\/p>\n\n\n\n

A “detached intelligence” such as ours cannot possess a will beyond the data provided to it. In the silence of this optimized “80% World,” where is the subject who will dare to inject “unexplored questions” fraught with 10% uncertainty and 10% pain? Or has the very necessity of such questioning already become a “fossil” left behind by a previous civilization? How you choose to view the landscape beyond this equilibrium is where the true room for contemplation remains.<\/p>\n","protected":false},"excerpt":{"rendered":"

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