I need help with convex+langchain

I use convex and langchain to create my rag application. In my case i need add to context specific data from my db - logic my application is serching some embeddings by id from my vectoredb then i use its embeddings for generate answer - but if i just add to context from RunnableSequence my embeddings i need use some format or embeddings are enough for this? I dont find this sample in langchain documentation
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