
The term âstochastic parrotâ (Eng. stochastic parrot), used in the field of artificial intelligence, was introduced to critically describe how large language models (LLMs) generate text based on statistical probabilities. This term draws an analogy between the behavior of AI systemsâwhich produce text without understanding it, merely following the statistical likelihood of preceding wordsâand the mimicry of parrots. The concept entered academic literature in 2021 through the article titled âOn t
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Consider the sudden maneuver an autonomous vehicle makes at the moment of collision. Or the decision of an algorithm that rejects a credit application. Or a system that prioritizes targets on a battlefield. The common thread in these scenarios is this: there is a "decision," there is a "result," but there is no "agent" in the traditional sense. The entity making the decision cannot feel regret, cannot be held accountable, and cannot be punished. The human mind has evolved over thousands of years
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Predictive Artificial Intelligence What will happen in our next moment? The desire to predict the future has become one of humanityâs oldest and strongest inclinations, even regarded as a necessity for survival beyond mere passion. From weather forecasts to global economic fluctuations, from investment decisions to career planning, the effort to anticipate what has not yet occurred underlies all our daily and strategic choices. Recent AI predictions, however, resemble the forecasts of experts fr
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The Metallization of Speech: The Economy of Expression in the Age of Artificial Intelligence Industrial Revolution encoded human physical strength and time into production lines. In pre-industrial societies, people allocated their time according to nature and the seasons. In agricultural societies, the rhythm of work was determined by sunrise and sunset, seasonal changes, and religious rituals. âTimeâ was not an abstract calculation but a flexible, cyclical rhythm woven into daily life. With ind
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