JD Web Programmer
@jdwebprogrammer
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Solving AGI
Joined February 2021
How big would LLM's be if each neuron was a grain of sand? πΆ 100B β a cube of sand ~4.6 m on a side (since 4.6Β³ β 100). πΆ 500B β cube ~7.9 m per side. πΆ 1T β cube ~10 m per side. πΆ 2T β cube ~12.6 m per side.
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π§βπ» Easily copy & paste your created model code
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π Copy and use the generated code script π¦ Download the model file directly β‘ Animate your custom model with live inference! π https://t.co/Vnpdxsv7W3
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π Build neural networks in a 3D interface! π§΅π π Comes with model presets for learning π Design your own architecture visually
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β‘ Faster than Fast. Designed for Agentic AI. Introducing Xiaomi MiMo-V2-Flash β our new open-source MoE model: 309B total params, 15B active. Blazing speed meets frontier performance. π₯ Highlights: ποΈ Hybrid Attention: 5:1 interleaved 128-window SWA + Global | 256K context π
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βSee Once, Then Actβ shows robots can learn manipulation tasks from a single human demo video. The ViVLA model watches an expert video and maps it to robot actions, enabling one-shot task learning without retraining.
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π« "Demultiplexing through a multimode fiber using chip-scale diffractive neural network" *Light speed neural networking* The authors present the first fully optical, chip-scale mode demultiplexer for multimode fibers (MMFs) based on a 3D-nanoprinted diffractive neural network
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π« "Structured Light at the Extreme: Harnessing Spatiotemporal Control for High-Field Laser-Matter Interactions" π¨ Structured light and optics has just been advanced! π The next generation in high-intensity laser physics will not come from higher power alone, but from precise,
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π "4DLangVGGT: 4D Language-Visual Geometry Grounded Transformer" The authors propose 4DLangVGGT, the first feed-forward, Transformer-based framework that jointly models 4D geometry and open-vocabulary language semantics in a single unified network, eliminating the need for
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π The Geometry of Intelligence π§ ποΈ This new very interesting paper shows that, for any real physical signal, with only a small set of traces you can discover the complete compact perceptual manifold. You find it by tracking the Hausdorff radius (the running maximum
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New paper π: Tiny Recursion Model (TRM) is a recursive reasoning approach with a tiny 7M parameters neural network that obtains 45% on ARC-AGI-1 and 8% on ARC-AGI-2, beating most LLMs. Blog: https://t.co/w5ZDsHDDPE Code: https://t.co/7UgKuD9Yll Paper:
arxiv.org
Hierarchical Reasoning Model (HRM) is a novel approach using two small neural networks recursing at different frequencies. This biologically inspired method beats Large Language models (LLMs) on...
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Check out our latest work: a dexterous hand that can actually turn screws. And yes, our code for RL sim-to-real, lightweight BC, and skill-based teleop is all open-sourced! Project page: https://t.co/2drK5KPSbM RL sim2real: https://t.co/5AfVTuWzGs MinBC:
github.com
MinBC - Minimal Behavior Cloning. Contribute to x-robotics-lab/minbc development by creating an account on GitHub.
How do we get a robot to use a screwdriver πͺ and fasten a nut π© ? Introducing DexScrew, our sim-to-real framework that enables a dexterous hand ποΈ to autonomously perform complex and contact-rich tasks even when we cannot accurately simulate them. We open-source the
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A 2-hour uncut video of X-VLA folding cloth at a 100% success rate. we provide the checkpoints, and you can easily fine-tune them on any dataset (any action dimension): https://t.co/kU0Stfkoq8 enjoy!
π Introducing X-VLA ; LeRobotβs new soft-prompted Vision-Language-Action model. X-VLA is built to scale across many embodiments: different robots, cameras, action spaces, and environments, all handled by one unified transformer backbone. - Generalist across robots (Franka,
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All ingredients for 'RNA World' found on asteroid Bennu. The samples contain presolar grains (silicon carbide, graphite) that formed around other stars before the Sun existed (up to 7 billion years old).
BREAKING: Sugars essential for life have been found in pristine asteroid Bennu samples collected by NASAβs OSIRIS-REx spacecraft. Combined with previous detections of amino acids and nucleobases, we see that lifeβs ingredients were widespread throughout the solar system:
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π "Dynamic LSTM-based Memory Encoder For Long-term LLM Interactions" This interesting paper uses an LSTM as memory for LLMs but used only for user preferences. Although could this be a key step toward an #AGI architecture? π€ Grok summary of the paper: The authors propose
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π "Dynamic LSTM-based Memory Encoder For Long-term LLM Interactions" This interesting paper uses an LSTM as memory for LLMs but used only for user preferences. Although could this be a key step toward an #AGI architecture? π€ Grok summary of the paper: The authors propose
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