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description: 'Traditional AI systems face significant challenges:'
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# 1.1The Problem

1\)Centralization: Dominated by a few tech giants, limiting innovation and accessibility.&#x20;

2\) High Costs: Training and deploying AI models require substantial computational resources.&#x20;

3\) Data Privacy Concerns: Centralized data storage raises risks of breaches and misuse.&#x20;

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