diff --git a/README.md b/README.md
index ae487ceb..f2ad74e5 100644
--- a/README.md
+++ b/README.md
@@ -115,7 +115,7 @@ cd Auto-GPT
 pip install -r requirements.txt
 ```
 
-5. Rename `.env.template` to `.env` and fill in your `OPENAI_API_KEY`. If you plan to use Speech Mode, fill in your `ELEVEN_LABS_API_KEY` as well.
+5. Rename `.env.template` to `.env` and fill in your `OPENAI_API_KEY`. If you plan to use Speech Mode, fill in your `ELEVENLABS_API_KEY` as well.
   - See [OpenAI API Keys Configuration](#openai-api-keys-configuration) to obtain your OpenAI API key.
   - Obtain your ElevenLabs API key from: https://elevenlabs.io. You can view your xi-api-key using the "Profile" tab on the website.
   - If you want to use GPT on an Azure instance, set `USE_AZURE` to `True` and then follow these steps:
@@ -334,8 +334,7 @@ To switch to either, change the `MEMORY_BACKEND` env variable to the value that
 
 ## 🧠 Memory pre-seeding
 
-```bash
-# python scripts/data_ingestion.py -h 
+# python autogpt/data_ingestion.py -h 
 usage: data_ingestion.py [-h] (--file FILE | --dir DIR) [--init] [--overlap OVERLAP] [--max_length MAX_LENGTH]
 
 Ingest a file or a directory with multiple files into memory. Make sure to set your .env before running this script.
@@ -348,10 +347,10 @@ options:
   --overlap OVERLAP        The overlap size between chunks when ingesting files (default: 200)
   --max_length MAX_LENGTH  The max_length of each chunk when ingesting files (default: 4000
 
-# python scripts/data_ingestion.py --dir seed_data --init --overlap 200 --max_length 1000
+# python autogpt/data_ingestion.py --dir seed_data --init --overlap 200 --max_length 1000
 ```
 
-This script located at `scripts/data_ingestion.py`, allows you to ingest files into memory and pre-seed it before running Auto-GPT. 
+This script located at autogpt/data_ingestion.py, allows you to ingest files into memory and pre-seed it before running Auto-GPT. 
 
 Memory pre-seeding is a technique that involves ingesting relevant documents or data into the AI's memory so that it can use this information to generate more informed and accurate responses.
 
diff --git a/autogpt/json_fixes/auto_fix.py b/autogpt/json_fixes/auto_fix.py
index 56664ba9..030e8aa7 100644
--- a/autogpt/json_fixes/auto_fix.py
+++ b/autogpt/json_fixes/auto_fix.py
@@ -21,13 +21,12 @@ def fix_json(json_string: str, schema: str) -> str:
     # Try to fix the JSON using GPT:
     function_string = "def fix_json(json_string: str, schema:str=None) -> str:"
     args = [f"'''{json_string}'''", f"'''{schema}'''"]
-    description_string = (
-        "Fixes the provided JSON string to make it parseable"
-        " and fully compliant with the provided schema.\n If an object or"
-        " field specified in the schema isn't contained within the correct"
-        " JSON, it is omitted.\n This function is brilliant at guessing"
-        " when the format is incorrect."
-    )
+    description_string = "This function takes a JSON string and ensures that it"\
+        " is parseable and fully compliant with the provided schema. If an object"\
+        " or field specified in the schema isn't contained within the correct JSON,"\
+        " it is omitted. The function also escapes any double quotes within JSON"\
+        " string values to ensure that they are valid. If the JSON string contains"\
+        " any None or NaN values, they are replaced with null before being parsed."
 
     # If it doesn't already start with a "`", add one:
     if not json_string.startswith("`"):