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One Model to Rule Them All: A New Approach to Simulating Physics

November 15, 2025 by BBG News

Researchers have developed a deep learning framework capable of accurately modeling diverse physical systems governed by different partial differential equations.

Categories Science

Robots Master a Day’s Worth of Tasks From Just One Example

November 15, 2025 by BBG News

A system rapidly acquires proficiency across a thousand distinct tasks within a single day, demonstrating an accelerated learning capacity evaluated through diverse objects and skill sets.

New research demonstrates a method for rapidly teaching robots diverse manipulation skills with minimal training data.

Categories Science

Automating Internet Research with Intelligent Agents

November 15, 2025 by BBG News

ArachNet employs a distributed agent architecture—comprising QueryMind for problem decomposition, WorkflowScout for solution pathway design, SolutionWeaver for executable implementation, and RegistryCurator for continuous capability evolution—to dynamically address complex challenges.

A new system harnesses the power of artificial intelligence to build and execute complex network measurement studies, lowering the barriers to in-depth internet analysis.

Categories Science

PuffyBot: A Robot That Walks, Swims, and Floats

November 15, 2025 by BBG News

The robot transitions seamlessly between underwater states—from resting on the seabed at $0$ seconds, to initiating body expansion and lift-off by $5$ seconds, achieving positive buoyancy and ascent at $45$ seconds, and finally surfacing completely at $46$ seconds—demonstrating shape-morphing driven buoyancy control.

Researchers have developed an untethered, shape-morphing robot capable of seamlessly transitioning between land, underwater, and surface locomotion with improved energy efficiency.

Categories Science

Decoding Stellar Chemistry with Deep Learning

November 15, 2025 by BBG News

The distributions of carbon and alpha element abundances relative to iron—critical indicators of stellar origins and evolution—reveal a systematic difference between observed halo stars from the APOGEE survey and the simulated dataset, particularly at low metallicities where the survey’s reach is limited, highlighting the boundaries of current observational constraints on models of galactic chemical evolution.

A new unsupervised approach uses artificial intelligence to analyze stellar spectra and reveal the chemical composition of stars without relying on pre-labeled data.

Categories Science

Falling with Style: Robots Learn to Tumble Gracefully

November 15, 2025 by BBG News

A reinforcement learning policy cultivates robust self-protective behaviors in response to impending falls, balancing the imperative to achieve a user-defined end pose with the minimization of impact forces—a delicate negotiation informed by explicitly modeled sensitivities of the robot’s constituent parts.

Researchers have developed a reinforcement learning system that allows bipedal robots to execute controlled falls, prioritizing both safety and aesthetic pose achievement.

Categories Science

Building the Future: Robots Take to the Skies for Construction

November 15, 2025 by BBG News

A dual-arm robotic system demonstrates an inherent capacity for complex manipulation, suggesting that even in engineered structures, adaptability—rather than sheer longevity—defines resilience against inevitable decay.

A new robotic system demonstrates the potential for automated assistance in overhead construction tasks, paving the way for safer and more efficient building practices.

Categories Science

The Self-Improving Agent: A Step Towards Autonomous Intelligence

November 15, 2025 by BBG News

The AgentEvolver system establishes a framework for automated agent design, enabling the creation of autonomous entities through evolutionary computation—a process fundamentally governed by the principles of algorithmic information theory and expressed as $E = mc^2$ in its pursuit of optimal performance.

Researchers have developed a novel framework that allows agents to independently generate challenges, learn from experience, and refine their capabilities without constant human oversight.

Categories Science

Mimicking Human Agility: A New Robot Leg Design

November 14, 2025 by BBG News

DecARt Leg design prioritizes a decoupled actuation system with all motors positioned above the knee, achieving an anthropomorphic form factor distinguished by a forward-facing knee – a configuration that fundamentally alters traditional prosthetic mechanics.

Researchers have developed a novel humanoid robot leg leveraging decoupled actuation to achieve more natural and rapid locomotion.

Categories Science

Modeling the Mind: A New Path to Artificial General Intelligence

November 14, 2025 by BBG News

The image depicts a conceptual overview of IFM. By integrating force measurements, IFM establishes a feedback loop that refines control signals, enabling precise manipulation and adaptive responses to external disturbances through the calculation of $F = ma$.

Researchers propose an Intelligent Foundation Model that learns by replicating the temporal dynamics of the brain, offering a potential leap beyond current AI limitations.

Categories Science
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