为残障与神经多样性人群设计多智能体健康辅助系统。
Agentic AI Framework for Individuals with Disabilities and Neurodivergence: A Multi-Agent System for Healthy Eating, Daily Routines, and Inclusive Well-Being
- 构建四智能体协同框架,覆盖饮食、日程、购物烹饪与健康监测。
- 通过黑板通信机制实现实时反馈与多模态交互,支持个性化服务。
- 强调隐私保护与可解释性,适合医疗辅助与无障碍设计研究者。
本文提出一种面向残障与神经多样性人群的智能体人工智能框架,旨在帮助其建立更健康的生活方式和规律作息。系统采用分层结构,包含应用与接口层、智能体层及数据源层,通过混合推理引擎协调四个专用智能体:基于个性化营养的餐食规划智能体、自适应日程提醒智能体、购物与烹饪互动指导智能体、持续摄入与生理追踪智能体。各智能体通过中央黑板/事件总线实现自主交互与实时反馈,结合电子健康记录(EHR)、营养数据库、可穿戴传感器及智能厨房物联网等隐私敏感数据源,并置于策略控制层以保障数据安全与授权合规。临床协作与医生仪表板支持统一监管,可解释人工智能(XAI)模块提供决策原因说明,增强用户可控性。该框架超越传统辅助系统,融合包容性、个性化与可访问性,体现多智能体推理、多模态界面与以人为本设计的融合,助力残障与神经多样性群体实现自主性、健康与数字公平。
原文摘要 · Abstract (English)
The paper presents a detailed Agentic Artificial Intelligence (AI) model that would enable people with disabilities and neurodivergence to lead healthier lives and have more regular days. The system will use a multi-layer structure; it will include an Application and Interface Layer, an Agents Layer, and a Data Source Layer to provide adaptive, transparent, and inclusive support. Fundamentally, a hybrid reasoning engine will synchronize four special-purpose agents, which include: a personalized-nutrition-based, called a Meal Planner Agent; an adaptive-scheduling-based, called a Reminder Agent; interactive assistance during grocery shopping and cooking, called a Food Guidance Agent; and a continuous-intake-and-physiological-tracking, called a Monitoring Agent. All the agents interact through a central communicative system called the Blackboard/Event Bus, which allows autonomous interaction and real-time feedback loops with multimedia user interfaces. Privacy-sensitive data sources, including electronic health records (EHRs), nutritional databases, wearable sensors, and smart kitchen Internet of Things, are also included in the framework and placed into a policy-controlled layer, which ensures data safety and compliance with consent. Collaborative care and clinician dashboards allow common supervision, and discussable artificial intelligence (XAI) modules give brief explanations of why a decision was made, making users responsible and reliant. The proposed agentic AI framework is an extension beyond traditional assistive systems since it incorporates inclusiveness, personalization, and accessibility at all levels. It displays the intersection of multi-agent reasoning, multi-modal interfaces, and human-centered design that will enable the development of autonomy, health, and digital equity among people with disabilities and neurodivergence.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。