docs: update README.md

proggrammer -> programmer

README.md

@@ -130,7 +130,7 @@ This project is licensed under the MIT License - see the [LICENSE] file for deta
 - DuckDuckGo for their search API
 
 ## Personal Note
-This tool represents an attempt to bridge the gap between simple LLM interactions and genuine research capabilities. By structuring the research process and maintaining documentation, it aims to provide more thorough and verifiable results than traditional LLM conversations. It also represents an attempt to improve on my previous project 'Web-LLM-Assistant-Llamacpp-Ollama' which simply gave LLM's the ability to search and scrape websites to answer questions. This new program, unlike it's predecessor I feel thos program takes that capability and uses it in a novel and actually very useful way, I feel that it is the most advanced and useful way I could conceive of building on my previous program, as a very new proggrammer this being my second ever program I feel very good about the result, I hope that it hits the mark! 
+This tool represents an attempt to bridge the gap between simple LLM interactions and genuine research capabilities. By structuring the research process and maintaining documentation, it aims to provide more thorough and verifiable results than traditional LLM conversations. It also represents an attempt to improve on my previous project 'Web-LLM-Assistant-Llamacpp-Ollama' which simply gave LLM's the ability to search and scrape websites to answer questions. This new program, unlike it's predecessor I feel thos program takes that capability and uses it in a novel and actually very useful way, I feel that it is the most advanced and useful way I could conceive of building on my previous program, as a very new programmer this being my second ever program I feel very good about the result, I hope that it hits the mark! 
 Given how much I have now been using it myself, unlike the previous program which felt more like a novelty then an actual tool, this is actually quite useful and unique, but I am quite biased!
 
 Please enjoy! and feel free to submit any suggestions for improvements, so that we can make this automated AI researcher even more capable.