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Agents That Learn to Discover: The Rise of Self-Improving AI Scientists

January 1, 2026 by BBG News

Rather than relying on pre-built tools, the CASCADE architecture cultivates problem-solving capabilities through autonomous skill acquisition, coordinating specialized agents-a Solution Researcher, Code Agent, Debug Agents, and Output Processor-to dynamically construct customized solutions from complex components and iteratively refine them via multi-turn dialogues with human scientists, storing knowledge in both vector and graph databases to adaptively select between simple and deep solution pathways based on task difficulty.

A new framework empowers AI agents to not just use tools, but to autonomously develop and refine the skills needed for genuine scientific exploration.

Categories Science

Where Do Things Go? AI Tackles Everyday Object Storage

January 1, 2026 by BBG News

The challenge of identifying stored household items serves as a benchmark for evaluating grounded vision-language models, multimodal LLMs, and the newly developed NOAM model, probing their capacity to connect visual perception with semantic understanding of everyday objects.

A new study introduces a benchmark and model designed to help robots understand where people typically store household items, bridging a critical gap in commonsense reasoning.

Categories Science

Smarter Simulations: How AI is Reinventing Geometry and Meshing

January 1, 2026 by BBG News

Artificial intelligence is rapidly transforming the traditionally painstaking processes of preparing geometry and generating meshes for engineering simulations.

Categories Science

Robots That Groove: Bridging Language and Movement

January 1, 2026 by BBG News

UniAct demonstrates a versatile capacity for translating diverse instructional cues - including sequential text, curved trajectories, musical rhythms, and even internet-sourced human movements - into natural and coordinated humanoid motion, achieving zero-shot transfer of complex actions without requiring task-specific training.

Researchers have developed a new framework enabling humanoid robots to seamlessly translate diverse inputs-from spoken commands to musical rhythms-into fluid, real-time motion.

Categories Science

Decoding the Weather Machine: How AI Reveals Internal Physics

January 1, 2026 by BBG News

GraphCast distills complex atmospheric dynamics into interpretable features by transforming dense, unreadable internal representations into sparse linear combinations of known variables, exposing the underlying logic of its predictive process and revealing how the model internally abstracts environmental conditions.

A new study shows that the inner workings of a leading data-driven weather model can be understood by extracting and interpreting the features it learns from data.

Categories Science

Beyond Generation: Building AI You Can Rely On

January 1, 2026 by BBG News

Assured autonomy is achieved through an integrated architecture combining operational resilience and artificial intelligence, establishing a framework where system behavior emerges from a cohesive, structurally-defined relationship between these core components.

Scaling artificial intelligence demands more than just creating convincing outputs – it requires designing systems with guaranteed safety, feasibility, and resilience.

Categories Science

Robots Learn to See, Feel, and Act: Introducing RoboMIND 2.0

January 1, 2026 by BBG News

A new large-scale dataset empowers robots to perform complex manipulation tasks with improved generalization and robustness.

Categories Science

Give Your GUI a Hand: Flow-Based Models Master Screen Control

January 1, 2026 by BBG News

The system, ShowUI-π, produces remarkably fluid and human-like trajectories across diverse applications, consistently adhering to specified paths and demonstrating an ability to navigate complex instructions with precision.

Researchers are leveraging the power of flow-based generative models to create AI agents capable of surprisingly dexterous interactions with graphical user interfaces.

Categories Science

Seeing is Understanding: AI Deciphers Molecular Dynamics

January 1, 2026 by BBG News

An iterative, unsupervised channel discovery process leverages a “Mentor-Student” dynamic, where diagnostic outputs from the Student model inform targeted guidance from the visual-language Mentor-specifically addressing subspace selection, clustering algorithm choice, hyperparameter tuning, and cluster evaluation-to refine the model’s performance.

A new framework leverages the power of artificial intelligence to automatically interpret complex simulations of molecular behavior, bridging the gap between visual data and chemical expertise.

Categories Science

Beyond Code: Evaluating AI as a Software Engineering Teammate

January 1, 2026 by BBG News

A new framework shifts the focus from simply verifying AI’s output to assessing its ability to collaborate effectively with human developers.

Categories Science
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