Manufacturing execution is being reimagined. Curious about your take. @IIoT_World @CRudinschi @agentic_factory @TerenceLeungSF @chboursin @YarmolukDan
AI
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Autocorrelated Time Series Can Appear Structured Despite Being Random
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Ok, this thread has apparently been a magnet for hordes drooling morons who not only don't get stats, but can't even read. If you're a normally intelligent reader of this tweet, here's an extra example of my point: If you take two RANDOM, INDEPENDENT timeseries (i.e. knowing one gives you NO information about the other) that are each highly temporally autocorrelated (e.g. two random walks), and you plot one against the other as a scatter plot, what you get is a single X/Y trajectory that will ALWAYS look very structured. Yet it is random. Like the figure below. Code to reproduce the figure and play around with this idea: colab.research.google.com/dr… Of course if the two series happen to be correlated, then you will ALSO see something very structured. It's just that this type of visualization is a completely retarded way to look at such data. If you think this is deep, you are innumerate.
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AI Mistakes Expected During Development and Improvement
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hugeee! congrats mate – PI is on a tear with such amazing hires!!
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Radioactivity to Atomic Bomb: Science Through Symbolic Compression
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Science went from the initial observation of radioactivity to a working atom bomb over 47 years via only about 9 distinct key experiments — extremely few data points — and symbolic models concise enough they would fit on a single page. This is what extreme generalization looks like, and it powered entirely by symbolic compression. Turn a handful of data points (deliberately collected) into a tractable plan to completely reshape reality, by reverse-engineering the causal symbolic rules behind the data.
→ View original post on X — @ceobillionaire, 2026-04-05 16:20 UTC
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How to Design a Neural Network
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How to Design a Neural Network
→ View original post on X — @deeplearn007, 2026-04-05 16:20 UTC
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Qwen3-Coder-Next-REAP Models Released with Compression Options
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As promised, Qwen3-Coder-Next-REAP are out! This will fit with full context in 48-62GB of VRAM the results are very solid. I need some MLX and GGUF bros to finish the job and get some compressssions out. – 20% huggingface.co/0xSero/qwen3-… – 30% huggingface.co/0xSero/qwen3-…
→ View original post on X — @clementdelangue, 2026-04-05 16:17 UTC
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Why Physicists Dominate AI Leadership and Research
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Why are there so many physicists in AI?
— No Priors (@NoPriorsPod) 5 avril 2026
Anthropic's Dario Amodei, Google's Adam Brown, ChatGPT's Liam Fedus: all physicists, all at the frontier of AI.
ChatGPT co-creator @LiamFedus has a theory. https://t.co/lpD0oys2uF pic.twitter.com/90TeZ4vEaFWhy are there so many physicists in AI? Anthropic's Dario Amodei, Google's Adam Brown, ChatGPT's Liam Fedus: all physicists, all at the frontier of AI. ChatGPT co-creator @LiamFedus has a theory. Elad Gil (@eladgil) AI Foundation Model for Atoms- w/ @LiamFedus, CEO @periodiclabs, prior VP Post Training OpenAI — https://nitter.net/eladgil/status/2040143108852297991#m
→ View original post on X — @ceobillionaire, 2026-04-05 16:12 UTC
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Ghostty Terminal: A Veteran Developer’s Perspective on Tools
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Also considered a veteran terminal player, I've tinkered with all sorts of iTerm2 mods in the past, from borderless setups → fzf → hyper.js → tabby → including messing around with stuff like Cmdr on Win, you know. From my personal experience, Ghostty really comes out on
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Are AI Technologies Net Beneficial to Society?
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we all know they have their uses. i personally have said so repeatedly. but have they been NET beneficial to society? i seriously doubt it.