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feat(llm-enhancements): add llm caching and Persistent Vector Store#2

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berkdurmus wants to merge 1 commit intomasterfrom
feat/enhancements-2
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feat(llm-enhancements): add llm caching and Persistent Vector Store#2
berkdurmus wants to merge 1 commit intomasterfrom
feat/enhancements-2

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This PR introduces two major improvements to the trace-station project:

Persistent Vector Database: Replaced the in-memory vector store with FAISS for persistent storage
LLM Response Caching: Implemented caching for both LLM responses and embeddings
These changes significantly improve performance, reduce API costs, and provide persistence across application restarts.

@berkdurmus berkdurmus added the enhancement New feature or request label May 26, 2025
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