MIT researchers developed a technique for generative AI models to meet strict requirements without sacrificing quality. This plug-and-play method improves safety-critical applications by enforcing nonnegotiable constraints on final outputs.
Atlas Building Composites, a spinout of MIT, uses AI-powered robotic manufacturing to turn single-use plastics into durable building materials. The company aims to build 1 billion homes while addressing plastic pollution by recycling bottles into buildings.
Machine learning regression predicts values accurately using metrics like MSE, RMSE, and R2. R2 explains variance without needing a closeness parameter, but can be challenging to interpret.
Summary: AWS Machine Learning Blog discusses how to automate replenishment in retail using Foundation models for demand forecasting. The solution runs in four stages on Databricks and Amazon Quick, detecting demand surges, deciding on suppliers, and placing orders unattended.
Learn how to choose the right generative AI approach on AWS, from using existing models to training custom ones. Avoid costly mistakes with an 8-step decision framework, starting with the simplest method before escalating.
Perplexity introduces Portable Computer for Windows PCs, powered by NVIDIA GPUs, allowing local handling of sensitive data and multistep tasks. Users can seamlessly integrate local and cloud AI, simplifying complex tasks and enhancing productivity across various industries.
AgentCore Identity simplifies session binding for AI agents accessing GitHub and Slack, streamlining OAuth grant management. The Consent portal automates user authentication, provider connection, and token storage, enhancing developer experiences with tools like Kiro and Visual Studio Code.
Implementing Gradient Boost regression with Blind Trees learners showed no significant improvement over standard approaches in predicting numeric values, despite the potential speed and regularization benefits of Blind Trees. The experiment highlights the complexity of explaining machine learning problems and the importance of understanding different regression techniques in the field.
AI-GUIDE, developed by MIT Lincoln Laboratory and MGH, wins FLC award. Portable device improves medical outcomes for military medics and civilians, with FDA Breakthrough Device Designation.
Agent Evaluation Metric (AEM) reveals root cause of failure in multi-turn conversations. Existing metrics fail to track quality breakdown turn by turn.
GeForce NOW introduces WARDOGS, Valheim 1.0 Deep North update, and Bus Simulator 27, offering top PC games without hardware limitations. Enjoy high-performance gaming across devices with no downloads required.
TwelveLabs Marengo Embed 3.0 now available in Amazon Bedrock Knowledge Bases for natural language search over video, audio, and image content. Marengo Embed 3.0 offers a fully managed multimodal embedding model for seamless semantic search experiences.
AvioBook, a Thales Group Company, helps airlines save money by optimizing turnaround times with their software AvioBook Connect. Their Connected Analytics feature uses Amazon Bedrock AgentCore to provide real-time answers to operational questions, improving efficiency and reducing delays.
Amazon SageMaker Inference introduces prefix-aware routing to optimize large language model (LLM) processing. It reduces time-to-first-token (TTFT) by up to 77% and increases throughput by up to 16%, improving KV cache hit rates from 25% to over 80%.
NVIDIA AI for Media enhances broadcast and production workflows with real-time intelligence at IBC 2026. Dalet, TwelveLabs, and Wowza integrate NVIDIA's Synthetic Video Detector for content verification and compliance in media and entertainment industries.