Meet PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC

Meet PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC

Multi-modal Large Language Models (MLLMs) have demonstrated remarkable capabilities across various domains, propelling their evolution into multi-modal agents for human assistance. GUI automation agents for PCs face particularly daunting challenges compared to smartphone counterparts. PC environments present significantly more complex interactive elements with dense, diverse icons and widgets often lacking textual labels, leading to perception…

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Meet AI Co-Scientist: A Multi-Agent System Powered by Gemini 2.0 for Accelerating Scientific Discovery

Meet AI Co-Scientist: A Multi-Agent System Powered by Gemini 2.0 for Accelerating Scientific Discovery

Biomedical researchers face a significant dilemma in their quest for scientific breakthroughs. The increasing complexity of biomedical topics demands deep, specialized expertise, while transformative insights often emerge at the intersection of diverse disciplines. This tension between depth and breadth creates substantial challenges for scientists navigating an exponentially growing volume of publications and specialized high-throughput technologies….

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Meet LOTUS 1.0.0: An Advanced Open Source Query Engine with a DataFrame API and Semantic Operators

Meet LOTUS 1.0.0: An Advanced Open Source Query Engine with a DataFrame API and Semantic Operators

Modern data programming involves working with large-scale datasets, both structured and unstructured, to derive actionable insights. Traditional data processing tools often struggle with the demands of advanced analytics, particularly when tasks extend beyond simple queries to include semantic understanding, ranking, and clustering. While systems like Pandas or SQL-based tools handle relational data well, they face…

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Meet Skyseed, a VC fund and incubator backing the Bluesky and AT Protocol ecosystem | TechCrunch

Meet Skyseed, a VC fund and incubator backing the Bluesky and AT Protocol ecosystem | TechCrunch

On November 15, Peter Wang posted a message requesting ideas for a new incubator and fund to support experimental projects built on the burgeoning Bluesky/AT Protocol ecosystem. Four weeks later, Skyseed emerged with an initial commitment of $1 million. This turnaround, a speed underscored by the fact that the fund doesn’t even have a website…

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