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GeneTech 知识引擎共收录 7385 篇相关科研实体，横跨 30 个垂直领域。数据来自 OpenAlex、arXiv、Crossref、PubMed、Europe PMC 等公开学术源，全部可溯源到原文。

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代表性文献（按质量分排序，前 60 条）

• Full-Body AI Agent: A Perspective on Multi-Scale Collaborative AI for Systemic Biology and Precision Medicine.
  2026 · AI Agent 生态 · Artificial intelligence (AI) is increasingly applied to biomedical research, but most current systems remain limited to specific tasks, data types, or biological scales. This makes it difficult to connect molecular alter…
• The next paradigm in bioinformatics: a review of multi-agent systems and foundational models for end-to-end scientific discovery.
  2026 · AI Agent 生态 · Bioinformatics is entering a new phase characterized by the integration of universal biological models and multi-agent systems to enable end-to-end scientific discoveries. This review argues that the next paradigm shift …
• AI agents in drug discovery: A review of evolution, applications, and future directions.
  2026 · AI Agent 生态 · Artificial intelligence (AI) agents represent a paradigm shift in pharmaceutical research, moving the field from narrow drug-protein affinity modeling toward systems-biology-level evaluation in which autonomous, multi-do…
• A Review of Multi-Agent AI Systems for Biological and Clinical Data Analysis.
  2026 · AI Agent 生态 · This review evaluates the emerging paradigm of multi-agent systems (MASs) for biomedical and clinical data analysis, focusing on their ability to overcome the reasoning and reliability limitations of standalone large lan…
• Cognitive Readiness for Human-AI Collaboration.
  2026 · AI Agent 生态 · ObjectiveThis narrative review examines the cognitive, metacognitive, and team competency requirements that may contribute to productive and reliable collaboration between human and AI to address two questions: What capa…
• From capability uplift to capability governance: an AI-biosecurity stack.
  2026 · AI Agent 生态 · Artificial intelligence is becoming a general-purpose enabling technology for the life sciences. AI-enabled tools can strengthen biosecurity and biodefense by improving early warning, accelerating vaccine and therapeutic…
• Precision oncology: from large language models to multi-agent systems.
  2026 · AI Agent 生态 · With the rapid growth of electronic health records, medical imaging, and high-throughput omics data, precision oncology faces increasing demands for cross-modal information integration and complex clinical decision suppo…
• Integrating LLMs and Knowledge Graphs for Medical AI: Advances, Challenges, and Future Directions.
  2026 · AI Agent 生态 · This review synthesizes how integrating large language models (LLMs) with knowledge graphs (KGs) advances medical AI across methods, applications, and evaluation. While LLMs excel at natural language understanding and co…
• Artificial Intelligence for Discovery in Life Sciences.
  2026 · AI Agent 生态 · Artificial intelligence is becoming a transformative tool in life sciences, not just by improving the results of existing technologies but also by introducing fundamental new ways of discovery. Initially applied to denoi…
• Norm mining, identification, and detection: a systematic literature review.
  2026 · AI Agent 生态 · This paper presents a systematic literature review on norm identification in multi-agent systems. Norms play a crucial role in guiding agent behavior, ensuring cooperation, and resolving conflicts. By analyzing 35 select…
• From Sensor-Empowered Ubiquitous Computing to Embodied Intelligence: Architectures, Paradigm Evolution, and Emerging Challenges.
  2026 · AI Agent 生态 · With the rapid development of artificial intelligence technology, the transportation, industry, and healthcare fields are undergoing an intelligent evolution. These advancements have raised higher requirements for techno…
• TransAgent: Dynamizing Transcriptional Regulation Analysis via Multi-omics-Aware AI Agent
  2025 · AI Agent 生态 · Abstract Transcriptional regulation research, as a core area of life sciences, faces challenges such as scattered multi-omics data, complex joint analysis, and difficulties in integrating data processing tools. To addres…
• Multi-Agent AI Systems for Biological and Clinical Data Analysis
  2025 · AI Agent 生态 · Multi-agent AI systems, where multiple specialized agents collaborate, are emerging as a powerful approach in biomedicine to tackle complex analytical and clinical tasks that exceed the scope of any single model. Backgro…
• From single-agent to multi-agent: a comprehensive review of LLM-based legal agents
  2026 · AI Agent 生态 · With the growing application of artificial intelligence (AI) in the legal domain, large language model (LLM)-based legal agents have achieved remarkable progress. This survey provides a comprehensive review of the applic…
• AI as a catalyst for transforming scientific research: a perspective
  2026 · AI Agent 生态 · Artificial intelligence (AI) is revolutionizing how we conduct, scale, and reimagine scientific research. Unlike prior technologies that amplified human capability within existing paradigms, AI is redefining the very ste…
• Development of AI-eChemist Laboratory
  2026 · AI Agent 生态 · The development of a self-driving laboratory (SDL) is driving electrocatalysis research from traditional trial-and-error approaches toward automation, high throughput, and intelligence. As an autonomous experimental syst…
• AI agents for solid electrolytes: opportunities, challenges, and future directions
  2026 · AI Agent 生态 · Artificial intelligence (AI) and autonomous agents are transforming the discovery and optimization of solid electrolytes, a class of materials crucial to the safety and performance of next-generation batteries. This revi…
• AI agents for MOFs and COFs discovery
  2026 · AI Agent 生态 · Metal-organic frameworks (MOFs) and covalent organic frameworks (COFs) are highly tunable in pore structure and chemical environment, yet their discovery remains slow and fragmented. Synthesis reports are often difficult…
• Agent AI for Personalized Healthcare: A Multi-Agent Framework for Real-Time Disease Detection and Patient Support
  2026 · AI Agent 生态 · The rapid growth of digital health data from wearable devices, electronic health records, and medical imaging has created unprecedented opportunities for personalized healthcare. However, traditional AI models often face…
• The Age of Autonomous Agents: A Bibliometric Review of Agentic AI Architectures, Applications, and Emerging Challenges
  2026 · AI Agent 生态 · The rapid evolution of large language models (LLMs) has catalyzed a shift from passive AI systems toward autonomous agentic architectures capable of reasoning, memory, tool use, and multi-agent collaboration. This biblio…
• AI-MediAssist: A Conversational Agent for Healthcare Guidance
  2026 · AI Agent 生态 · Timely and good access to healthcare is still a big challenge, especially in rural and semi-urban areas that have limited access to a healthcare facility and healthcare professional. To bridge this gap, we offer ViteaSen…
• AI Agent for Scientific Paper Analysis
  2026 · AI Agent 生态 · It is now harder for researchers to properly assess and extract useful information from research papers because of the explosive growth in scientific literature. This paper discusses an Artificial Intelligence based pipe…
• The age of Articicial Intelligence: a thematic review on AI agent and explainable AI
  2026 · AI Agent 生态 · Artificial Intelligence (AI) is entering a new era, affecting a wide range of aspects of our lives— daily routines, organization management, governmental administration, and other spheres. Several areas of study have eme…
• A Cloud-Native Generative AI Agent Architecture for Predictive Cardiovascular Health Analytics
  2026 · AI Agent 生态 · The disease that has the highest morbidity and mortality in the world is cardiovascular disease, and this requires highly developed predictive analytics that will assist in identifying the risk factors at an early stage …
• MetaMuse: A Multi-Agent AI System for Biomedical Metadata Curation and Harmonization
  2026 · AI Agent 生态 · Abstract Inconsistent and unstructured metadata in public biomedical repositories, such as the Gene Expression Omnibus (GEO), severely limits data discoverability and research reproducibility. To address this, we introdu…
• AI Agent Testing and Analysis Platform: A System for Automated Evaluation of AI Systems
  2026 · AI Agent 生态 · Artificial Intelligence (AI) agents are now capable of performing complex reasoning, tool usage, research assistance and problem-solving activities. However, there is currently no standardized and automated mechanism to …
• Transforming Healthcare and Human-Computer Interaction Through Conversational AI
  2026 · AI Agent 生态 · The rapid advancements in artificial intelligence (AI), specifically in the realms of machine learning, deep learning, and natural language processing, have brought about transformative changes in the interaction between…
• From Conversation to Orchestration: HCI Challenges and Opportunities in Interactive Multi-Agentic Systems
  2026 · AI Agent 生态 · Recent advances in multi-agentic systems (e.g., AutoGen, OpenAI Agents) allow users to interact with a group of specialised AI agents rather than a single general-purpose agent. Despite the promise of this new paradigm, …
• A Comprehensive Review of Smart Agriculture: Integrating AI, IoT and Precision Farming
  2026 · 智慧农业 · Modern agriculture faces complex challenges that demand innovative solutions. This literature survey on smart agriculture technologies explores the collective findings from various papers, shedding light on the transform…
• Introduction to Multimodal Data Analysis in Precision Farming
  2026 · 智慧农业 · Precision farming enhances the agricultural productivity and resource utilization by examining the multimodal data from multiple sources, including remote sensing, Internet of Things (IoT) sensors, meteorological data, s…
• AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges
  2025 · AI Agent 生态 · Information fusion, in the context of the Generative AI era, must distinguish AI Agents from Agentic AI. This review critically distinguishes between AI Agents and Agentic AI, offering a structured, conceptual taxonomy, …
• AI Agents and Agentic Systems: A Multi-Expert Analysis
  2025 · AI Agent 生态 · The emergence of AI agents and agentic systems represents a significant milestone in artificial intelligence, enabling autonomous systems to operate, learn, and collaborate in complex environments with minimal human inte…
• AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways
  2025 · AI Agent 生态 · An Artificial Intelligence (AI) agent is a software entity that autonomously performs tasks or makes decisions based on pre-defined objectives and data inputs. AI agents, capable of perceiving user inputs, reasoning and …
• Agentic AI: Autonomous Intelligence for Complex Goals—A Comprehensive Survey
  2025 · AI Agent 生态 · Agentic AI, an emerging paradigm in artificial intelligence, refers to autonomous systems designed to pursue complex goals with minimal human intervention. Unlike traditional AI, which depends on structured instructions …
• AI Agents Meet Blockchain: A Survey on Secure and Scalable Collaboration for Multi-Agents
  2025 · AI Agent 生态 · In recent years, the interplay between AI agents and blockchain has enabled secure and scalable collaboration among multi-agent systems, promoting unprecedented levels of autonomy and interoperability. AI agents play a v…
• A Survey on Agent Workflow – Status and Future
  2025 · AI Agent 生态 · In the age of large language models (LLMs), autonomous agents have emerged as a powerful paradigm for achieving general intelligence. These agents dynamically leverage tools, memory, and reasoning capabilities to accompl…
• From prompt to platform: an agentic AI workflow for healthcare simulation scenario design
  2025 · AI Agent 生态 · Abstract Healthcare simulation scenario design remains a resource-intensive process, demanding significant time and expertise from educators. This article presents an innovative AI-driven agentic workflow for healthcare …
• The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges
  2025 · AI Agent 生态 · Agentic AI systems are a recently emerged and important approach that goes beyond traditional AI, generative AI, and autonomous systems by focusing on autonomy, adaptability, and goal-driven reasoning. This study provide…
• Advancements in Multi-Agent Large Language Model Systems for Next-Generation AI
  2025 · AI Agent 生态 · Large Language Models (LLMs) have enabled AI research. Their easier design of new ways to handle challenges across a wide range of applications has increased this discipline's influence. Multi-agent LLM systems in diagno…
• TEM Agent: enhancing transmission electron microscopy (TEM) with modern AI tools
  2025 · AI Agent 生态 · Abstract Recent improvements in large language models (LLMs) have had a dramatic effect on capabilities and productivity across many disciplines involving critical thinking and writing. The development of the model conte…
• Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review
  2025 · AI Agent 生态 · Embodied multi-agent systems (EMAS) have attracted growing attention for their potential to address complex, real-world challenges in areas such as logistics and robotics. Recent advances in foundation models pave the wa…
• AI Agent in Biology Research: A Survey
  2025 · AI Agent 生态 · The rapid expansion of biological data and the increasing complexity of experimental workflows have created an urgent need for intelligent systems that are capable of autonomous reasoning, planning, and action. Although …
• AI Managing Agent-Based Healthcare Processes
  2025 · AI Agent 生态 · This paper describes a methodology for Evolving Systems Supporting Governance, Regulation, Control, Safety, and Security in personalised healthcare. To embrace AI in any critical system, any stochastic advantage of time …
• Hybrid System Framework for AI Pipeline and AI Agent
  2025 · AI Agent 生态 · A significant task of comparing two core artificial intelligence (AI) architecture techniques: AI agents and AI pipelines. AI pipelines, which are linear, structured frameworks with sequential, static task execution, han…
• Ai-Driven Conversational Agent for Enhancing Government Schemes
  2025 · AI Agent 生态 · Chatbot is a solution to the problems citizens face in accessing government healthcare services. Combining technology with a user-oriented interface, the project allows even those with technical knowledge to easily acces…
• Research on the Application of AI Agent in Postgraduate Education
  2025 · AI Agent 生态 · With the rapid advancement of AI technologies, AI agents have undergone remarkable evolution. Their application in decomposing complex problems and enhancing automated problem-solving capabilities has demonstrated growin…
• Research on Personalized Postgraduate Training Mode Based on AI Agent and DeepSeek
  2025 · AI Agent 生态 · The personalized training of graduate students has consistently been the core concern of education. A substantial number of researchers have carried out thorough and effective work regarding the personalized and precise …
• Adisutjipto Institute of Aerospace Technology Virtual Tour with Artificial Intelligence (AI) Agent
  2025 · AI Agent 生态 · This study aims to develop an interactive virtual tour based on Android with a first-person shooter approach to introduce the Adisutjipto Institute of Aerospace Technology (ITD Adisutjipto) virtually. This virtual tour u…
• Crop Care AI: The Smart Farming Revolution
  2025 · AI Agent 生态 · This research work introduces Crop care AI, an innovative solution designed to enhance precision agriculture. Ground sensors collect critical parameters such as NPK levels, pH, temperature, and rainfall in real-time. Thi…
• Adaptive and Knowledge-Evolving Multi-Agent AI
  2025 · AI Agent 生态 · AI agents play a crucial role in extending the capabilities of Large Language Models (LLMs), enabling automation, decision-making and interactive problem-solving across various domains. However, these agents face signifi…
• Enhancing Medical Libraries: AI-Driven Tools and Techniques for Digital Transformation and Sustainable Innovation
  2025 · AI Agent 生态 · Artificial intelligence (AI) is transforming numerous fields, particularly in research and education, and its integration into medical library operations has become essential to maintaining relevance and competitiveness …
• Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review
  2025 · AI Agent 生态 · Embodied multi-agent systems (EMAS) have attracted growing attention for their potential to address complex, real-world challenges in areas such as logistics and robotics. Recent advances in foundation models pave the wa…
• Agentic AI for Cloud Troubleshooting: A Review of Multi Agent System for Automated Cloud Support
  2025 · AI Agent 生态 · One of the growing approaches in the field of artificial intelligence is known as agentic AI. This term describes autonomous systems that are meant to pursue complicated goals with minimum interaction from humans. Agenti…
• Research on key technologies of multi-agent game decision distributed learning system for agent equipment decision parameter optimization
  2025 · AI Agent 生态 · The optimization of decision parameters for equipment in the Intelligent agent domain is becoming increasingly paramount, driven by advancements in modern technology and the intricacies of battlefield environments. Multi…
• PANGAEA GPT: A Coordinated Multi-Agent Architecture for Earth System Data Discovery and Analysis
  2025 · AI Agent 生态 · PANGAEA GPT is a Large Language Model (LLM) multi-agent framework that aims to streamline the work of geoscientists with the diverse Earth system datasets held in the PANGAEA archive (pangaea.de), a widely used data repo…
• Integration of Multi-Dimensional Geospatial Data for Crop Recommendation and Precision Agriculture
  2025 · 智慧农业 · Precision agriculture represents a paradigm shift in farming methodologies, leveraging geospatial technologies to optimize crop selection and management practices. This paper presents AgroVision, an integrated approach t…
• Current and Future Perspectives on Drone-Based Computer Vision for Precision Agriculture
  2025 · 智慧农业 · In recent years, drones with computer vision systems integrated with IoT frameworks have transformed precision agriculture by enabling efficient data collection, real-time analysis, and connectivity for autonomous or sup…
• Empowering biomedical discovery with AI agents
  2024 · AI Agent 生态 · We envision "AI scientists" as systems capable of skeptical learning and reasoning that empower biomedical research through collaborative agents that integrate AI models and biomedical tools with experimental platforms. …
• The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey
  2024 · AI Agent 生态 · This survey paper examines the recent advancements in AI agent implementations, with a focus on their ability to achieve complex goals that require enhanced reasoning, planning, and tool execution capabilities. The prima…
• Building AI Agents for Autonomous Clouds: Challenges and Design Principles
  2024 · AI Agent 生态 · The rapid growth in the use of Large Language Models (LLMs) and AI Agents as part of software development and deployment is revolutionizing the information technology landscape. While code generation receives significant…

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