Editors Pick

In this tutorial, we discover how to construct neural networks from scratch utilizing Tinygrad whereas remaining absolutely hands-on with tensors, autograd, consideration mechanisms, and transformer architectures. We progressively construct each part ourselves, from fundamental tensor operations to multi-head consideration, transformer blocks, and, lastly, a working mini-GPT mannequin. Through every stage, we observe how Tinygrad’s simplicity…

When your software can name many alternative LLMs with very completely different costs and capabilities, who ought to determine which one solutions every request? Salesforce AI analysis group introduces ‘xRouter’, a tool-calling–based mostly routing system that targets this hole with a reinforcement studying based mostly router and learns when to reply domestically and when to…

If neural networks at the moment are making selections in all places from code editors to security techniques, how can we really see the particular circuits inside that drive every habits? OpenAI has launched a brand new mechanistic interpretability research study that trains language fashions to use sparse inner wiring, in order that mannequin habits…

Semantic caching in LLM (Large Language Model) purposes optimizes efficiency by storing and reusing responses based mostly on semantic similarity quite than actual textual content matches. When a brand new question arrives, it’s transformed into an embedding and in contrast with cached ones utilizing similarity search. If a detailed match is discovered (above a similarity…

Tabular information remains to be the place many vital fashions run in manufacturing. Finance, healthcare, power and business groups work with tables of rows and columns, not pictures or lengthy textual content. Prior Labs now extends this area with TabPFN-2.5, a brand new tabular basis mannequin that scales in context studying to 50,000 samples and…

In this tutorial, we construct an superior Reflex net software completely in Python that runs seamlessly inside Colab. We design the app to display how Reflex permits full-stack growth with no JavaScript, simply reactive Python code. We create an entire notes-management dashboard that includes two pages, real-time database interactions, filtering, sorting, analytics, and person personalization….