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Scaling Agentic AI: A New System for Complex ML Pipelines

06.03.2026 by ebaster

Agentic Pipeline Search, despite its intent, frequently devolves into the wasteful execution of numerous machine learning pipelines that ultimately fail to optimize for the desired outcome.

Researchers have developed Stratum, a system infrastructure designed to efficiently manage and execute large-scale machine learning workflows driven by intelligent agents.

Categories Science

Robots Reach New Heights: A Stratospheric Test of Soft Actuators

06.03.2026 by ebaster

Researchers have successfully demonstrated the viability of soft robotic components in the harsh environment of the stratosphere, opening doors for resilient exploration and adaptable systems.

Categories Science

AI Agents Chart a Course for Faster Drug Discovery

06.03.2026 by ebaster

Mozi establishes a hierarchical agent system-comprising a central Coordinator and specialized Research and Computation workers-that executes scientific workflows through dynamic task instantiation, reflection-driven monitoring, and structured report synthesis, all integrated via the MCP Platform to standardize access to computational biology tools and biomedical databases for autonomous discovery.

A new framework combines the power of large language models with structured workflows to accelerate and improve the reliability of identifying potential new medicines.

Categories Science

The AI Shift in STEM: Faculty Face New Workloads and Learning Challenges

05.03.2026 by ebaster

The research dissects a complex system into its foundational elements, revealing an abbreviated taxonomy designed to expose underlying relationships and facilitate reverse-engineering of its behavior.

A new study reveals that while generative AI tools are being embraced by STEM faculty, they’re not necessarily reducing workload-instead, they’re demanding new forms of curation and prompting concerns about how to accurately measure student understanding.

Categories Science

Slithering Science: How Robot Snake Scales Impact Speed

05.03.2026 by ebaster

The robot’s articulated backbone, driven by pneumatic McKibbens actuators and featuring a modular scale system affixed to vertebral ribs, embodies a design prioritizing adaptability and nuanced locomotion through complex environments-a system built not for pristine preservation, but for graceful negotiation of inevitable decay through dynamic reconfiguration.

New research explores the complex relationship between scale design, friction, and locomotion in soft robotic snakes.

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Learning from Few Examples: A New Approach to Agent Evaluation

05.03.2026 by ebaster

Researchers have developed a method to train robust agent critics using limited real-world interaction data and a rubric-based supervision system.

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Small Language Models, Big Discoveries: A New Recipe for Drug Design

05.03.2026 by ebaster

The MMAI Gym establishes a unified environment integrating data, training protocols, and benchmark assessments to facilitate comprehensive robotic manipulation research.

Researchers demonstrate that carefully training smaller language models can yield surprisingly powerful results in drug discovery, challenging the current trend of ever-larger AI systems.

Categories Science

Can AI Understand What’s ‘Polite’? Evaluating Social Reasoning in Visual Language Models

05.03.2026 by ebaster

Model accuracy varies across five different approaches to analyzing text and images, as demonstrated by the distribution of results in the comparative box plot.

New research assesses how well artificial intelligence grasps nuanced social expectations from both text and images.

Categories Science

Beyond Search: Giving Research Agents the Power to Reason

05.03.2026 by ebaster

Reasoning-aware retrieval, exemplified by the AgentIR-4B model, demonstrates an advantage over conventional embedding-based retrieval-such as that provided by Qwen3-Embedding-4B-when paired with the Tongyi-DR agent for tasks like those found in the BrowseComp-Plus benchmark, despite task simplification for clarity.

A new approach to information retrieval empowers deep research agents to find and synthesize data with greater accuracy by explicitly modeling reasoning processes.

Categories Science

Who’s Really Searching? The Rise of AI and the Future of Online Data

05.03.2026 by ebaster

As training data shifts from robust to fragile agents, predictive performance-measured by Area Under the Curve [latex]AUC[/latex]-inevitably declines, yet the resultant system maintains a risk level-quantified as [latex]R0R\_0[/latex]-consistently exceeding one, even when subjected to substantial reductions in modeled β parameters, demonstrating a persistent, if diminished, capacity despite increasing instability.

As AI agents become increasingly integrated into online platforms, a fundamental problem emerges: we can no longer reliably distinguish between agent-driven and human-driven information seeking.

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