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@trochee@dair-community.social
2026-01-02 19:23:52

"producing the feeling of knowing without the labor of judgement"
arxiv.org/abs/2512.19466
oh what a great line

Epistemological Fault Lines Between Human and Artificial Intelligence
Large language models (LLMs) are widely described as artificial intelligence, yet their epistemic profile diverges sharply from human cognition. Here we show that the apparent alignment between human and machine outputs conceals a deeper structural mismatch in how judgments are produced. Tracing the historical shift from symbolic AI and information filtering systems to large-scale generative transformers, we argue that LLMs are not epistemic agents but stochastic pattern-completion systems, for…

@leftsidestory@mstdn.social
2026-01-17 00:30:00

Gloom & Bloom IV ☁️🌺
黑暗绽放 IV ☁️ 🌺
📷 Zeiss IKON Super Ikonta 533/16
🎞️ Lucky SHD 400
#filmphotography #Photography #blackandwhite

Lucky SHD 400 (6x6) English: This black-and-white photograph captures an urban scene under a clear sky. In the foreground, there are trees with dense foliage, and a pedestrian staircase leading up to an elevated walkway or bridge. The staircase is flanked by a tall streetlight. The bridge extends horizontally across the image, supported by pillars. The overall atmosphere is calm, with a focus on the architectural elements and the contrast between the sky and the structures. Chinese (中文): 这张黑白照片…
Ilford HP5 Plus 400 (FF) English: This black-and-white photograph captures a daytime scene at a sports field or park. A row of empty bleacher seats is visible in the foreground, aligned along a chain-link fence. The fence is illuminated by day light, casting dramatic shadows and highlights. The background is dark, with silhouettes of trees and foliage, creating a stark contrast between the lit area and the shadows. Chinese (中文): 这张黑白照片拍摄于日间的运动场或公园。前景是一排空荡的看台座椅，沿着铁丝网围栏排列。围栏被明亮的日光照亮，投射出戏剧性的阴影和高光…
Lucky SHD 400 (6x6) English: This black-and-white image features a close-up of a white fire hydrant sign, which is shaped like a hydrant with an arch above it. The sign is positioned in front of a row of trees, creating a sense of depth. The trees are tall and slender, with their trunks and branches forming a rhythmic pattern. The background includes a paved path and neatly trimmed bushes, adding to the orderly and serene atmosphere of the scene. Chinese (中文): 这张黑白照片特写了一块白色消防栓标志，标志形状像消防栓，上方有拱形…
Lucky SHD 400 (6x6) English: This black-and-white image depicts a serene park or forest path. Tall, slender trees line both sides of the path, their trunks and branches creating a natural corridor. Two people are walking along the path in the distance, adding a sense of scale and life to the scene. The sunlight filters through the leaves, casting dappled light and shadow on the ground, enhancing the peaceful and tranquil atmosphere. Chinese (中文): 这张黑白照片展示了宁静的公园或森林小径。两侧是高大苗条的树木，树干和枝条形成天然走廊。远处有两个…