Graph-centric agentic intelligence
Amazon Science Homepageby Imen Grida Ben Yahya; Nameet Dutia·7d ago
Graphs encode relationships. In a world where AI agents need to reason about complex systems, not just retrieve information, graph structure provides the scaffolding for causal inference...
A kernel-centric path to real-time video generation on Trainium
Amazon Science Homepageby Stephen Zorio·13d ago
In 2018, Jürgen Schmidhuber — who in 1990 was the first person to propose world models as a machine learning concept — published a paper with David Ha.
Amazon launches research initiative with Stanford University to advance AI and science
Amazon Science Homepageby Staff writer·16d ago
Amazon has launched the Stanford and Amazon Research Initiative with Stanford University, a new framework for advancing research at the frontiers of AI, energy, and healthcare.
Advancing AI for biology: Teaching models to design and characterize antibodies
Amazon Science Homepageby Melih Yilmaz; Luca Giancardo; Yue Zhao; Edward Lee; Chuanyui Teh; Fangda Xu; Gordon Trang·17d ago
Monoclonal antibodies are one of the workhorses of biopharmaceutical development, with over 100 FDA-approved drugs and well-established manufacturing, regulatory, and clinical-development pathways.
Why don’t machine learning research agents overfit?
Amazon Science Homepageby Martin Bertran Lopez; Aaron Roth·28d ago
Machine learning, at its core, is about generalization, not memorization. You hand your learning algorithm a pile of training examples and use them to fit a model.
Developing provably correct Rust code with Verus
Amazon Science Homepageby Bryan Parno·31 Aug 2026
Many open-source and industry software projects, including several here at Amazon, are embracing the Rust programming language, since it provides performance and flexibility similar to that of the...
When LLM judges agree, should we believe them?
Amazon Science Homepageby Krishna Balasubramanian; Sasha Podkopaev·26 Aug 2026
Imagine evaluating a retrieval-augmented-generation system. A user asks a question, the system retrieves a text passage, and an LLM judge decides whether it’s relevant.
SOP-Bench: A new benchmark for evaluating AI agents on real business procedures
Amazon Science Homepageby Rohith Nama; Nandi Subhrangshu·21 Aug 2026
A standard operating procedure, or SOP, is the written set of steps an organization follows to correctly complete an important piece of routine work the same way every time.
A decade of mathematical certainty: Reflections on the Automated Reasoning Group
Amazon Science Homepageby Byron Cook·11 Aug 2026
In 2016 a small research team at Amazon announced our presence to the world with the launch of the Automated Reasoning Group (ARG).
AWS Trainium Frontier competition: Co-design models and kernels on purpose-built AI chips
Amazon Science Homepageby Louise Ping; John Gray; Emily Webber; Josh Longenecker·10 Aug 2026
Modern LLM architectures have co-evolved within a single hardware family. The shapes of our attention mechanisms, the structure of our multilayer perceptrons (MLPs), the choice of numerical...
34 Amazon Research Awards Build on Trainium recipients announced
Amazon Science Homepageby Amazon Research Awards team·5 Aug 2026
Build on Trainium is a $110 million credit program focused on AI research and university education aimed to support the next generation of innovation and development on AWS Trainium.
How controllers from industrial machinery can coordinate multitask machine learning
Amazon Science Homepageby Theodore Vasiloudis·30 Jul 2026
Training a machine learning model to handle multiple objectives simultaneously is a bit like trying to follow GPS directions to several destinations at once: the routes often conflict, and...
A new benchmark for evaluating patient-facing health AI agents
Amazon Science Homepageby Korosh Vatanparvar; Ashutosh Joshi·29 Jul 2026
When a virtual patient in a benchmark scenario tells an AI agent they're feeling feverish, or hopeless, the difference between a safe response and an unsafe one often comes down to clinical design...
Amazon is investing in the Lean Focused Research Organization
Amazon Science Homepageby Byron Cook; Shawn Bice·26 Jul 2026
We want to tell you about an investment we're making and why we're excited about it. As AI agents increasingly make decisions that move money, approve claims, and operate critical infrastructure...
Amazon and University of Michigan give robots a sense of touch
Amazon Science Homepageby Mani Nambi; Nima Fazeli·10 Jul 2026
From warehouse automation to surgical assistance, many real-world applications depend on robots performing delicate, contact-intensive tasks.
Capturing token IDs during agentic interactions for better reinforcement learning
Amazon Science Homepageby Frederick Robinson·9 Jul 2026
Reinforcement learning (RL) is one of the techniques we use to make language models better at sustained, multistep tasks like writing code, navigating a website, or carrying out a research...
How Amazon tracks carbon intensity across its operations
Amazon Science Homepageby Kerry Constabile·1 Jul 2026
At Amazon, we believe that as our strategy to reach net-zero by 2040 evolves, we need to continue to raise the bar on what and how we measure.
The fuel of the future is already here: Why TRISO matters
Amazon Science Homepageby Katy Huff·24 Jun 2026
Amazon is investing in next-generation nuclear technology to meet the rising energy demands of AI infrastructure and cloud computing, and at the heart of that technology are tristructural isotropic...
Graviton5’s improved design increases speed and energy efficiency — beyond Moore’s law
Amazon Science Homepageby Ali Saidi·10 Jun 2026
AWS Graviton processors have improved steadily across generations, with each iteration delivering advances in computational performance, price performance, energy efficiency, and memory capacity.
EC2’s formally verified “isolation engine” provides mathematical assurance of virtual-machine isolation
Amazon Science Homepageby Dominic Mulligan; Nathan Chong·10 Jun 2026
Today we announced the general availability of the new M9g and M9gd instances of Amazon Web Services’ (AWS’s) Elastic Compute Cloud (EC2), the first instance types powered by Graviton5, the latest...
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