diff --git a/README.MD b/README.MD
index 82e0d8da4..69dfb33bb 100644
--- a/README.MD
+++ b/README.MD
@@ -89,11 +89,11 @@ A dev-first open source autonomous AI agent framework enabling developers to bui
 - <b>Performance Telemetry</b> - Get insights into your agent’s performance and optimize accordingly.
 - <b>Optimized Token Usage</b> - Control token usage to manage costs effectively.
 - <b>Agent Memory Storage</b> - Enable your agents to learn and adapt by storing their memory.
-- <b>Models</b> - 
-- <b>Workflows</b> - 
+- <b>Models</b> - Custom fine tuned models for business specific usecases
+- <b>Workflows</b> - Workflows are predefined sequences of ReAct LLM steps that AI agents can autonomously loop and iterate. 
 
 ### 🛠 Tools
-Toolkits allow SuperAGI Agents to interact with third-party plugins and external systems.
+Tools allow SuperAGI Agents to interact with third-party plugins and external systems.
 
 <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Twitter.png height=50px width=50px alt="Twitter" valign="middle" title="Twitter"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Coding.png height=50px width=50px alt="Coding Tool" valign="middle" title="Coding Tool"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Insta.png height=50px width=50px alt="Instagram" valign="middle" title="Instagram"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Knowledge_tool.png height=50px width=50px alt="Knowledge Search" valign="middle" title="Knowledge Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113612.png height=50px width=50px alt="Email"  valign="middle" title="Email"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113610.png height=50px width=50px alt="Jira" valign="middle" title="Jira"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113611.png height=50px width=50px alt="File Manager" valign="middle" title="File Manager"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113613.png height=50px width=50px alt="Google Search" valign="middle" title="Google Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113615.png height=50px width=50px alt="Dall-E" valign="middle" title="Dall-E"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113614.png height=50px width=50px alt="Github" valign="middle" title="Github"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113616.png height=50px width=50px alt="Web Interaction" valign="middle" title="Web Interaction"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113622.png height=50px width=50px alt="Duckduckgo" valign="middle" title="Duckduckgo"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Calendar_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Calendar"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Search_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Serp.png height=50px width=50px alt="Serp API" valign="middle" title="Serp API"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Searx.png height=50px width=50px alt="Searx" valign="middle" title="Searx "></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Web_scraper_logo.png height=50px width=50px alt="Web Scraper" valign="middle" title="Web Scraper"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Notion_logo.png height=50px width=50px alt="Notion" valign="middle" title="Notion"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Apollo_logo.png height=50px width=50px alt="Apollo" valign="middle" title="Apollo"></a>
 
@@ -161,7 +161,7 @@ You're all set! Start running your agents effortlessly.
 ![ER Diagram](https://superagi.com/wp-content/uploads/2023/09/ER-Diagram.png)
 </details>
 
-### 📖 Resources
+### 📚 Resources
 
 * [Documentation](https://superagi.com/docs/)
 * [YouTube Channel](https://www.youtube.com/@_SuperAGI/videos).