# 1.1The Problem

1\)Centralization: Dominated by a few tech giants, limiting innovation and accessibility. 

2\) High Costs: Training and deploying AI models require substantial computational resources. 

3\) Data Privacy Concerns: Centralized data storage raises risks of breaches and misuse. 

4\) Lack of Interoperability: AI models operate in silos, hindering collaboration and scalability