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@@ -24,4 +24,6 @@ most relevant news article to provide answers with real-time finance information
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  **#TODO:** Add citations to output to show end-user which article has been used to generate the output.
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  I have contributed to the original MIT licensed (ka-ching!) course which can be found here: \
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- [https://medium.com/decoding-ml/the-llms-kit-build-a-production-ready-real-time-financial-advisor-system-using-streaming-ffdcb2b50714]{The LLMs kit: Build a production-ready real-time financial advisor system using streaming pipelines, RAG, and LLMOps}
 
 
 
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  **#TODO:** Add citations to output to show end-user which article has been used to generate the output.
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  I have contributed to the original MIT licensed (ka-ching!) course which can be found here: \
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+ \
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+ ## The LLMs kit: Build a production-ready real-time financial advisor system using streaming pipelines, RAG, and LLMOps
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+ https://medium.com/decoding-ml/the-llms-kit-build-a-production-ready-real-time-financial-advisor-system-using-streaming-ffdcb2b50714