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Publicaciones del Canal
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Bug blindness Comments via danluu.com via nolan
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Omnipresent availability risks in cloud software Comments via surfingcomplexity.blog via azhenley
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Functional State Machines in Rust: Typestate and Newtype Patterns Comments via dl.acm.org via anex9d
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What GLM-5.3 Flash running on Chinese hardware actually means Comments via martinalderson.com by martinald
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Introducing ReactOS 0.4.16 Comments via reactos.org via bb010g
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7
Canonical-basis realignment for Transformer LLMs: every hidden axis becomes independently measurable and controllable The code essentially gives you a way to rotate a Transformer's internal coordinate system into a canonical basis that aligns with its own weight matrices in a lossless way. By absorbing the normalization gains directly into the adjacent weights and using orthogonal matrices built from the singular vectors of the model, you can transform architectures like Qwen or Pythia without altering their outputs or perplexity scores.Applying this transform reveals the actual hidden geometric structures operating inside the network. Once the model is rotated into this new perspective, you can see its internal mechanisms that were previously opaque. The authors found things like a bipolar oscillator where specific axes form inhibitory pairs that fire against each other in perfect opposition. They also observed a kind of rhythmic respiration across layers where the model alternates between absorbing knowledge and filtering it. On top of that, it exposed a homeostatic defense mechanism that aggressively erases any localized perturbations within just a couple of layers.Practically speaking, researchers now have a powerful lens for mapping out how models actually do reasoning. For example, it turns out that the effective rank of the correlation matrix in a half billion parameter model might be as low as eleven independent patterns. Reframing how we look at the internal activations of language models provides a standardized way to study their underlying architecture.Comments via github.com via Yogthos
110
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Wrapping GTK4 in 800 lines of Clojure with Jolt Comments via yogthos.net by Yogthos
130
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Does Computer Science Need Computers? Comments via quantamagazine.org via m-hodges
167
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Creepy crawlies Comments via people.kernel.org via gmem
155
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Civic Hygiene (2013) Comments via shkspr.mobi via lim
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Debian and the sirens Comments via joeyh.name via danlamanna
153
13
AI Revives a Dead Sleep Company Comments via josephspurrier.com via carlana
150
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On 'scaling up' and being the right size Comments via tzovar.as via koala
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15
Reviving An SD Card With Shorted Capacitors Comments via hackaday.com via metahost
176
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Curvature Beziers Comments via acko.net via fanf
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InferenceFS: Never worry about data again! (Again!) Comments via github.com via linkdd
158
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Debian Votes To Allow "Responsible Use Of Generative AI" Comments via phoronix.com via laktak
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Parsing the Infamous Japanese Postal CSV Comments via dampfkraft.com via lim
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Being kicked out of the tech industry Comments via jacky.wtf by jalcine
173