Cisco and Splunk have launched the Cisco Time Series Model, a univariate zero shot time collection basis mannequin designed for observability and safety metrics. It is launched as an open weight checkpoint on Hugging Face below an Apache 2.0 license, and it targets forecasting workloads with out job particular high-quality tuning. The mannequin extends TimesFM…
Google is closing an outdated hole between Kaggle and Colab. Colab now has a in-built Data Explorer that permits you to search Kaggle datasets, fashions and competitions instantly inside a pocket book, then pull them in via KaggleHub with out leaving the editor. What Colab Data Explorer really ships? Kaggle announced the feature not too…
In this tutorial, we discover hierarchical Bayesian regression with NumPyro and stroll by way of your complete workflow in a structured method. We begin by producing artificial knowledge, then we outline a probabilistic mannequin that captures each world patterns and group-level variations. Through every snippet, we arrange inference utilizing NUTS, analyze posterior distributions, and carry…
Microsoft has launched VibeVoice-Realtime-0.5B, an actual time textual content to speech mannequin that works with streaming textual content enter and lengthy kind speech output, geared toward agent fashion purposes and reside knowledge narration. The mannequin can begin producing audible speech in about 300 ms, which is crucial when a language mannequin continues to be producing…
We start this tutorial by constructing a meta-reasoning agent that decides how to assume earlier than it thinks. Instead of making use of the identical reasoning course of for each question, we design a system that evaluates complexity, chooses between quick heuristics, deep chain-of-thought reasoning, or tool-based computation, and then adapts its behaviour in actual…
How do you flip gradual, guide click on work throughout browsers and desktops right into a dependable, automated system that can really use a pc for you at scale? Lux is the newest instance of pc use brokers transferring from analysis demo to infrastructure. OpenAGI Foundation workforce has launched Lux, a basis mannequin that operates…
Dimensionality discount methods like PCA work splendidly when datasets are linearly separable—however they break down the second nonlinear patterns seem. That’s precisely what occurs with datasets equivalent to two moons: PCA flattens the construction and mixes the lessons collectively. Kernel PCA fixes this limitation by mapping the information right into a higher-dimensional function house the…
In this tutorial, we discover how we are able to orchestrate a workforce of specialised AI brokers domestically utilizing an environment friendly manager-agent structure powered by TinyLlama. We stroll by means of how we construct structured process decomposition, inter-agent collaboration, and autonomous reasoning loops with out counting on any exterior APIs. By operating the whole…
How do you retain RAG methods correct and environment friendly when each question tries to stuff 1000’s of tokens into the context window and the retriever and generator are nonetheless optimized as 2 separate, disconnected methods? A group of researchers from Apple and University of Edinburgh launched CLaRa, Continuous Latent Reasoning, (CLaRa-7B-Base, CLaRa-7B-Instruct and CLaRa-7B-E2E)…
You know that feeling if you’re constructing one thing and the bottom retains shifting beneath your toes? That’s precisely what it is like setting up an agentic AI stack proper now. The GPUs evolve, the frameworks replace, the fashions enhance; all the things’s in fixed flux. But this is what I’ve discovered: some issues stay…