Framework
REST: A Stress-Testing Framework for Evaluating Multi-Problem Reasoning in Large Reasoning Models
Large Reasoning Models (LRMs) have rapidly advanced, exhibiting impressive performance in complex problem-solving tasks across domains like mathematics, coding, and scientific reasoning. However, current evaluation approaches primarily focus on single-question testing, which reveals significant limitations. This article introduces REST (Reasoning Evaluation through Simultaneous Testing) — a novel multi-problem stress-testing framework designed to push LRMs beyond isolated problem-solving…
A Code Implementation for Designing Intelligent Multi-Agent Workflows with the BeeAI Framework
BeeAI FrameworkIn this tutorial, we explore the power and flexibility of the beeai-framework by building a fully functional multi-agent system from the ground up. We walk through the essential components, custom agents, tools, memory management, and event monitoring, to show how BeeAI simplifies the development of intelligent, cooperative agents. Along the way, we demonstrate how…
Thought Anchors: A Machine Learning Framework for Identifying and Measuring Key Reasoning Steps in Large Language Models with Precision
Understanding the Limits of Current Interpretability Tools in LLMs AI models, such as DeepSeek and GPT variants, rely on billions of parameters working together to handle complex reasoning tasks. Despite their capabilities, one major challenge is understanding which parts of their reasoning have the greatest influence on the final output. This is especially crucial for…
Framework Laptop 12 review: Doing the right thing comes at a cost
Earlier this year, Framework announced it was making a smaller, 12-inch laptop and a beefy desktop to go alongside its 13- and 16-inch notebooks. A few months later, and the former has arrived, putting the same modular, repairable laptop into a slightly smaller body. Unlike its bigger siblings, the Laptop 12 is a 12.2-inch touchscreen…
An anomaly detection framework anyone can use
Sarah Alnegheimish’s research interests reside at the intersection of machine learning and systems engineering. Her objective: to make machine learning systems more accessible, transparent, and trustworthy. Alnegheimish is a PhD student in Principal Research Scientist Kalyan Veeramachaneni’s Data-to-AI group in MIT’s Laboratory for Information and Decision Systems (LIDS). Here, she commits most of her energy…
LlamaFirewall: Open-source framework to detect and mitigate AI centric security risks – Help Net Security
LlamaFirewall is a system-level security framework for LLM-powered applications, built with a modular design to support layered, adaptive defense. It is designed to mitigate a wide spectrum of AI agent security risks including jailbreaking and indirect prompt injection, goal hijacking, and insecure code outputs. Why Meta created LlamaFirewall LLMs are moving far beyond simple chatbot…
Building A Practical UX Strategy Framework — Smashing Magazine
Learn how to create and implement a UX strategy framework that shapes work and drives real business value. In my experience, most UX teams find themselves primarily implementing other people’s ideas rather than leading the conversation about user experience. This happens because stakeholders and decision-makers often lack a deep understanding of UX’s capabilities and potential….
Engadget review recap: Surface Pro, Rivian, Canon, Light Phone and more
I can’t blame you if you’ve been spending more time outside lately instead of reading gadget reviews. Spring has sprung, at least for us at Engadget HQ in the US, and there’s a lot of touching grass going on amongst our staff. Still, if you’ve missed any of our reviews over the last two weeks,…
Ming-Lite-Uni: An Open-Source AI Framework Designed to Unify Text and Vision through an Autoregressive Multimodal Structure
Multimodal AI rapidly evolves to create systems that can understand, generate, and respond using multiple data types within a single conversation or task, such as text, images, and even video or audio. These systems are expected to function across diverse interaction formats, enabling more seamless human-AI communication. With users increasingly engaging AI for tasks like…
Framework Laptop 13 (2025) review: getting better with age
On the outside, Framework’s new Laptop 13 looks about the same as it has for the past four years. But the modular, upgradable, easily-repairable laptop has changed plenty where it counts: on the inside. It’s getting a chip bump for 2025, which would normally be pretty boring for any other laptop. But for the Framework,…
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