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A simple way to check the compression density of a machine. Good compression tear paper ⬇️

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MAr'S

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827,538 görüntüleme • 8 ay önce •via X (Twitter)

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ELON: DATA COMPRESSION IS TESLA’S BIGGEST AI CHALLENGE "The single biggest technical challenge of Tesla self-driving AI is context compression of 1.5GB/s of video to ~2kB/s of control outputs using a puny inference computer without making any mistakes. Super hard to avoid overly lossy compression at any given step."

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3Blue1Brown’s new video explains why every LLM is actually a compression machine. everyone describes pre-training as “next token prediction” but that’s just the surface-level objective. in reality it is a means to making the most efficient text compressor. prediction and compression are two sides of the same coin. when you train the model to predict the next token you’re not just teaching it to guess the next word but how to best encode the human knowledge it sees. better compression means better abstraction means better reasoning at some point, compression stops looking like storage or a database (as some like to call it on X) and looks like an approximation of understanding.
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3Blue1Brown’s new video explains why every LLM is actually a compression machine. everyone describes pre-training as “next token prediction” but that’s just the surface-level objective. in reality it is a means to making the most efficient text compressor. prediction and compression are two sides of the same coin. when you train the model to predict the next token you’re not just teaching it to guess the next word but how to best encode the human knowledge it sees. better compression means better abstraction means better reasoning at some point, compression stops looking like storage or a database (as some like to call it on X) and looks like an approximation of understanding.

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The power of compression shirt 🔥
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$35 to check a bag each way. $70 round trip. $59 to never check one again. VakuShield™ vacuum bag + free PocketPump → 60% compression, fits any carry-on, TSA-friendly. Pump also inflates camping mats.
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The difference between a woman and a man pretending to be a woman are these compression leggings
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The difference between a woman and a man pretending to be a woman are these compression leggings

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"Compression" to draw the body three-dimensionally
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Never in my life have I seen a piece of paper tear that way 😭
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This is a superb primer for people wanting to understand the CCP. Dikötter’s capacity for compression and clarity is unparalleled.
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I did a wallpaper engine version of my last render for those that request a hd version (twitter compression suck)
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