A zero knowledge proof (ZKP) answers a question without revealing anything more than answer. For example, a digital signature proves your possession of a private key without revealing that key. Here’s another example, one that’s more concrete than a digital signature. Suppose you have a deck of 52 cards, 13 of each of spades, hearts, diamonds, and clubs. If I draw a spade from the deck, I can prove that I drew a spade without showing which card […]

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We’re announcing new multimodal models in the MedGemma collection, our most capable open models for health AI development.

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arXiv:2601.02563v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated exceptional code generation capabilities, yet their token-level mechanisms remain underexplored, particularly in compressed models. Through systematic analysis of programming language token representations, we characterize how programming languages are encoded in LLM tokenizers by analyzing their vocabulary distribution and keyword coverage patterns. We introduce a novel cold-start probability analysis method that provides insights into model behavior without requiring explicit prompts. Additionally, we present a comprehensive evaluation of how […]

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Sending emails is a very important functionality for any website nowdays, either to send account verification emails, newsletter emails or even notification emails. Today I’ll be showing how you can create your own EmailSender Service in ASP.NET Core using FluentEmail and Razor templates for rich HTML emails. EmailSender interface If you’re working with a project that implements a Clean Architecture, you’ll want to create an interface in your Core project to define what you need the service to […]

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Mutuum Finance (MUTM), a new crypto project focused on decentralized lending and borrowing, has confirmed the completion of its V1 smart contract audit conducted by Halborn Security. The update marks an important step in the project’s roadmap as it prepares for the initial deployment of its protocol. With core contracts reviewed and development milestones progressing, Mutuum Finance continues to move from design into execution within the DeFi crypto sector. Overview of The Mutuum Finance (MUTM) Mutuum Finance is […]

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arXiv:2601.04342v1 Announce Type: new Abstract: Recent advances in video diffusion models have shifted towards transformer-based architectures, achieving state-of-the-art video generation but at the cost of quadratic attention complexity, which severely limits scalability for longer sequences. We introduce ReHyAt, a Recurrent Hybrid Attention mechanism that combines the fidelity of softmax attention with the efficiency of linear attention, enabling chunk-wise recurrent reformulation and constant memory usage. Unlike the concurrent linear-only SANA Video, ReHyAt’s hybrid design allows efficient distillation from existing […]

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I’ve been working on cuLSH, a GPU-accelerated library for Locality Sensitive Hashing. Main Features: Scikit-Learn Style API: Uses a familiar fit() / query() style API for building and searching the LSH index. CUDA-native: All components (projection generation, hashing, indexing, querying), are performed on the GPU via custom kernels. End-to-End: Not just a hasher; includes bucketed searching and candidate neighbor collection. I know there are plenty of LSH implementations out there, but many focus purely on generating signatures rather […]

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