diff --git a/Patches and Ideas/OL3F1.txt b/Patches and Ideas/OL3F1.txt
new file mode 100644
index 0000000..8a1e5ba
--- /dev/null
+++ b/Patches and Ideas/OL3F1.txt	
@@ -0,0 +1,54 @@
+diff --git a/pers/langchain/tools/browser.py b/pers/langchain/tools/browser.py
+index 957ea1d..db54f35 100644
+--- a/pers/langchain/tools/browser.py
++++ b/pers/langchain/tools/browser.py
+@@ -17,7 +17,7 @@ def get_chrome_webdriver():
+     chrome_options.add_argument('--disable-extensions')
+     chrome_options.add_argument('disable-infobars')
+     chrome_options.add_argument("--incognito")
+-    driver = undetected_chromedriver.Chrome(headless=True, options=chrome_options)
++    driver = undetected_chromedriver.Chrome(headless=True, options=chrome_options, version_main=120) # use the chrome version you have
+     return driver
+diff --git a/pers/langchain/tools/document_manager.py b/pers/langchain/tools/document_manager.py
+index c36a894..401069d 100644
+--- a/pers/langchain/tools/document_manager.py
++++ b/pers/langchain/tools/document_manager.py
+@@ -1,6 +1,6 @@
+ from langchain.chains import RetrievalQA
+ from langchain.text_splitter import RecursiveCharacterTextSplitter
+-from langchain_community.vectorstores.faiss import FAISS
++from langchain_community.vectorstores import Chroma
+ from langchain_core.tools import tool
+ from langchain_openai import OpenAIEmbeddings
+
+@@ -11,7 +11,7 @@ class DocumentManager:
+     """
+     A class to manage loading large documents into the chain and giving the agent the ability to read it on subsequent loops.
+     """
+-    index: FAISS
++    index: Chroma
+     qa_chain: RetrievalQA
+
+     def __init__(self):
+@@ -21,7 +21,7 @@ class DocumentManager:
+         assert isinstance(data, str)
+         text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
+         splits = text_splitter.split_text(data)
+-        self.index = FAISS.from_texts(splits, self.embeddings)
++        self.index = Chroma.from_texts(splits, self.embeddings)
+
+     def create_retrieval(self):
+         self.qa_chain = RetrievalQA.from_chain_type(
+diff --git a/run.py b/run.py
+index 9d620c2..432238a 100755
+--- a/run.py
++++ b/run.py
+@@ -43,13 +46,13 @@ readline.get_completion_type()
+
+ signal.signal(signal.SIGINT, signal_handler)
+
+-MANUAL_STOP_RE = re.compile(r'(\n|\s)*(functions\.)*end_my_response(\(\))*')
++MANUAL_STOP_RE = re.compile(r'(\n|\s)*(functions\.)*end_my_response(\(\))*(.*)', re.MULTILINE)
+
+
+ def init():
diff --git a/requirements.txt b/requirements.txt
index d49ecd0..a657953 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,7 +7,7 @@ langchain-experimental==0.0.50
 trafilatura
 newspaper3k
 playwright
-beautifulsoup4
+beautifulsoup4==4.12.3
 chromedriver-autoinstaller==0.6.4
 undetected-chromedriver==3.5.4
 redis==5.0.1
diff --git a/run.py b/run.py
index 9d84679..4bad0d0 100755
--- a/run.py
+++ b/run.py
@@ -43,7 +43,7 @@ readline.get_completion_type()
 
 signal.signal(signal.SIGINT, signal_handler)
 
-MANUAL_STOP_RE = re.compile(r'(\n|\s)*(functions\.)*end_my_response(\(\))*')
+MANUAL_STOP_RE = re.compile(r'(\n|\s)*(functions\.)*end_my_response(\(\))*(.*)', re.MULTILINE)
 
 
 def init():