Integrate Supabase for Persistent Knowledge

Expand your Mastra AI agent to use Supabase as a persistent knowledge base. Implement a Mastra `Memory` module that stores and retrieves past analyses and generated recommendations from Supabase. The agent should consult its memory to provide more contextual and personalized responses. For example, if asked about 'memory chip scarcity' again, it should recall its previous analysis and update it with any new data. Provide code snippets for Mastra AI's memory integration and Supabase interactions.