The problem ends up being that most of that data is sitting behind some type of a silo and the researchers may or may not be able to leverage that data appropriately. It's called federated AI. how you deliver federation capabilities within these AI systems.So you can provide all of the pertinent data to all the researchers without exposing any personal information PII or PHI or any other type of information is critical. If you can create um a data architecture that helps you support that and deliver value t ...

Collaboration Challenges & Vision - Enterprises face challenges due to data silos and fragmented communication, hindering efficient information flow [5][6] - The vision is to ensure fluent, task-specific information flow within cross-functional teams, enabling efficient teamwork [7] - Employees spend approximately two hours per day searching for information, impacting task execution [7] Digital Transformation & the Internet of Tasks - The focus should be on human-centered digital collaboration to transform organizations for efficient and qualitative work [4][5] - The concept of the "internet of tasks" is introduced, emphasizing connecting humans in the context of companies [1] - Building a "digital twin" of the organization is crucial to understand expertise and knowledge within the company [9][10] Data Foundation & AI - Establishing one data foundation is essential to avoid repetitive work and foster organizational growth [5][13] - Data quality is paramount for effective AI implementation; AI needs a good database to be useful [17] - Continuously mapping daily tasks is necessary to build collaborative intelligence and provide nutrition for AI [19] Enterprise Task Management System - Building an enterprise task management system is proposed to document, prioritize, and track tasks, activities, results, and learnings [13] - The enterprise is the sum of its tasks; solving tasks efficiently in terms of quality, budget, and time is a key challenge [14] - The goal is to create a map of activities, knowledge, and expertise within the company through an enterprise task management system [16]

Data Siloing Problem - Healthcare data is fragmented across different sources [1] - Genetics, blood tests, and microbiome data are stored separately [1] Solution & Opportunity - AvaxFusion and LifeNetwork_AI are working to make biomarkers composable [1] - This composability enables better clinical trials [1] - It also facilitates smarter applications [1] - Ultimately leading to real health outcomes at scale [1]