docs: fixup README

FullStackWithLawrence · Dec 3, 2023 · 0e7e78a · 0e7e78a
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diff --git a/README.md b/README.md
@@ -1,6 +1,6 @@
 # Hybrid Search Retriever
 
-A Python [OpenAI](https://openai.com/) / [LangChain](https://www.langchain.com/) / [Pinecone](https://docs.pinecone.io/docs/python-client) proof of concept Retrieval Augmented Generation (RAG) model using PDF documents as the embeddings data source.
+A Hybrid Search and Augmented Generation prompting solution using Python [OpenAI](https://openai.com/) embeddings sourced from [Pinecone](https://docs.pinecone.io/docs/python-client) vector database indexes and managed by [LangChain](https://www.langchain.com/).
 
 Implements the following:
 
@@ -70,7 +70,7 @@ PINECONE_INDEX_NAME=SET-ME-PLEASE
 DEBUG_MODE=False
 ```
 
-### Configurable defaults
+### Configuration defaults
 
 Set these as environment variables on the command line, or in a .env file that should be located in the root of the repo.
 

diff --git a/models/hybrid_search_retreiver.py b/models/hybrid_search_retreiver.py
@@ -41,9 +41,6 @@
 from models.pinecone import PineconeIndex
 
 
-###############################################################################
-# initializations
-###############################################################################
 logging.basicConfig(level=logging.DEBUG if Config.DEBUG_MODE else logging.INFO)