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Agents That Learn Together, Perform Better

07.02.2026 by ebaster

CoWork-X leverages skill-agents operating through a shared library, continuously refined by an LLM Co-Optimizer analyzing episode logs to facilitate a closed-loop co-evolution of capabilities and performance.

A new framework uses iterative learning and shared skills to dramatically improve how multiple AI agents collaborate on complex tasks.

Categories Science

Beyond Statistics: Rethinking Neural Networks with Relational Logic

07.02.2026 by ebaster

A new architecture, Hamiltonian Networks, offers a fundamentally different approach to AI by encoding data relationships directly, moving beyond traditional statistical methods.

Categories Science

Beyond Automation: How Freelancers Envision the Future of AI

07.02.2026 by ebaster

This study details a co-design process for developing collaborative generative AI tools specifically tailored to the needs of freelance workers.

New research reveals a demand for generative AI tools that empower human collaboration, rather than simply replacing human work.

Categories Science

Can AI Truly Research? A New Benchmark for Knowledge Retrieval

07.02.2026 by ebaster

A deep research agent iteratively refines answers to complex questions by generating targeted sub-queries, sourcing information from relevant papers-initially via web search, and subsequently through a customized retrieval service operating over a dedicated paper collection-thereby demonstrating a shift from open-web dependency to localized corpus intelligence.

A new study introduces Sage, a challenging benchmark designed to evaluate how well artificial intelligence can retrieve relevant information for complex research tasks.

Categories Science

Beyond Buzzwords: How Collaboration Really Drives Bioeconomy Innovation

07.02.2026 by ebaster

Sweden’s innovation network between 1970 and 2021 demonstrates a collaboration structure where the size of components and the degree distribution-excluding isolated nodes-reveal a disproportionate influence of certain actors, particularly within bioeconomy-focused partnerships represented by green edges alongside broader collaborations shown in gray.

A new study analyzing five decades of Swedish innovation reveals that direct collaborative ties are more crucial for success than network structure or shared expertise.

Categories Science

Can AI Automate the Art of Formal Proof?

07.02.2026 by ebaster

A new study explores whether automated optimization can create effective agentic systems for verifying software correctness.

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The Fingertip Future: A Robotic Hand Gains a Delicate Touch

07.02.2026 by ebaster

The PLATO hand achieves robust and responsive manipulation through a design integrating hybrid fingertips-combining rigid fingernails and compliant pulp-with high-bandwidth proprioceptive actuation, structuring local contact mechanics to enable precise force regulation across a range of dexterous tasks.

Researchers have developed a novel robotic hand that leverages the mechanics of human fingernails to enhance precision and stability in manipulation tasks.

Categories Science

Beyond Reproducibility: Reimagining Research with Workflows

07.02.2026 by ebaster

A new vision for scientific progress emphasizes collaborative, standardized workflows as the key to unlocking greater scalability and impact.

Categories Science

Team Talk: Helping Robots Coordinate with Language

07.02.2026 by ebaster

Robots operating within a shared environment leverage communicated observations and reasoning to achieve collaborative task completion, demonstrated by one robot’s adjusted navigation path-informed by a second robot’s input-and evidenced through synchronized visual data captured across multiple timestamps.

A new communication framework leverages the power of large language models to enable more effective teamwork between robotic agents.

Categories Science

Decoding Molecular Bonds: A New AI Predicts Compound-Protein Interactions

07.02.2026 by ebaster

The study demonstrates that accurate prediction of protein-ligand binding affinity relies on precise consideration of functional group interactions-specifically, the affinity between carbonyl and pyridine groups-as neglecting these constraints leads to erroneous predictions of weak interactions, such as those incorrectly posited between carbon and oxygen atoms [latex] (C \leftrightarrow O) [/latex] instead of the correct interaction between carbon and nitrogen [latex] (C \leftrightarrow N) [/latex].

Researchers have developed a novel deep learning framework to more accurately predict how small molecules interact with proteins, a crucial step in drug discovery and understanding biological processes.

Categories Science
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