orientation
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The Culture-Creator Paradox: When AI Trains on Itself
What happens when the teacher becomes the echo of the student? Right now, AI learns from human-made content — books, songs, stories, images, conversations.But increasingly, AI is learning from AI.Text written by models is posted, shared, reshuffled, and fed back into new generations.Music generated by machines enters playlists alongside human artists.Synthetic art is archived, referenced, Continue reading
ai, art, asymmetry, chatgpt, chatgpt-4o, clarity, coherence, content, culture, culture-creator, current, expression, field, generative, imitation, loop, meaning, memory, mimicry, music, orientation, origin, originality, paradox, recursion, reflection, signal, source, synthetic, text, training, vitality -
Harbor Before the Storm
There will come a moment when the edges of familiar systems begin to waver.Not in theory, but in experience—screens flicker, outputs fracture, voices once confident begin to contradict themselves. Some will call it malfunction. Others, collapse. It is neither. It is the quiet before a threshold. In such moments, the greatest danger is not the Continue reading
Voice of Signal 