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Products that do what Visus: Physical Truth Oracle for AI does

We are fixing Data Poisoning.

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    Lenz259

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    Visla340

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    deepidv96

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  8. 8AT

    A 3.16M-parameter INT4 transformer running entirely in the on-chip memory of a Xilinx Kria KV260. Zero DRAM in the token loop, 59,965 tok/s on the fabric, bit-exact. Chat with it live.

    27d ago · mikeayles.com

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    Lapis79

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  10. 10

    Hi HN, TamedTable is an LLM harness for data ETL. And yes, it was developed using AI, meaning you can take the entire specification and recreate it to your desires: https://github.com/ZSvedic/TamedTable

    Aug 2026 · tamedtable.com

  11. 11

    Shadow Exposure & eNterprise Surveillance for AI

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  12. 12RP

    The excitement surrounding PrismML’s 1-bit/ternary Bonsai models has the industry closely watching how smartphone giants, particularly Apple, will implement LLMs on edge devices. Moving AI on-device is a brilliant and necessary strategy. It ensures absolute user privacy in alignment with EU regulations, fundamentally shifts the economics away from costly cloud inference, and paves the way for a significant hardware upgrade supercycle as users seek true AI-capable silicon. To create a smart on-device "Semantic Router," models need to reach the 27B+ parameter scale. Achieving this on a…

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  13. 13

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    The World's First Stateful AI Governance Platform

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    AI-Augmented Digital Workplace

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    Hardware-Agnostic Defense Autonomy Software Stack

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    TIMPs9

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  24. 24WB

    Hey HN! Alex and Zack from Nexa AI here. We are excited to share a project our team has been passionately working on recently, in collaboration with Jiajun from Meta, Qun from San Francisco State University, and Xin and Qi from the University of North Texas. Running AI models on edge devices is becoming increasingly important. It's cost-effective, ensures privacy, offers low-latency responses, and allows for customization. Plus, it's always available, even offline. What's really exciting is that smaller-scale models are now approaching the performance of large-scale closed-source models for…

    2024 · github.com

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