# LLMs and Agents (UNDER CONSTRUCTION!) :construction:
LLM powered applications through advanced techniques

## Topics overed: 

- Prompt Engineering Theory: CoT, ReAct
- Vectorstores/ Vector Databases (Pinecone, FAISS)
- Chains (LangChain), Agents,DocumentLoader, TextSplitter, OutputParser, Memory

## Articles

- [Embeddings as a LLM pre-processing tool to enhance answer accuracy, in the context of a legal document](https://splashy-roadrunner-6a1.notion.site/Embeddings-as-a-pre-processing-tool-to-an-LLM-process-legal-document-analysis-69a4f3c9c1bd444493eed616b0e68ec2?pvs=4)
- [Structuring the unstructured](https://github.com/alexnesov/LLMs-and-Agents/blob/main/Use%20Case/structure_unstructured.md)