From 9b329cbc0e077e95c789d826c9c2c73f6168e766 Mon Sep 17 00:00:00 2001
From: Ashpreet Bedi <ashpreet@phidata.com>
Date: Mon, 5 Feb 2024 19:26:15 +0000
Subject: [PATCH] README

---
 README.md | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 594dbb3b0..143c1aa78 100644
--- a/README.md
+++ b/README.md
@@ -21,9 +21,11 @@
 
 ## ✨ What is phidata?
 
-Phidata is a toolkit for building Autonomous AI applications using function calling.
+Phidata is a toolkit for building AI Assistants using function calling.
 
-Function calling enables LLMs to achieve tasks by taking actions (function calls) and intelligently choosing their path based on the response, just like how humans solve problems.
+Function calling enables LLMs to achieve tasks by calling functions and intelligently choosing their next step based on the response, just like how humans solve problems.
+
+![assistants](https://github.com/phidatahq/phidata/assets/22579644/a8406c12-efb3-435c-abfe-0f92b8e808f3)
 
 ## 💡How it works
 
@@ -31,8 +33,6 @@ Function calling enables LLMs to achieve tasks by taking actions (function calls
 - **Step 2:** Add Tools (functions), Knowledge (vectordb) and Storage (database)
 - **Step 3:** Serve using Streamlit, FastApi or Django to build your AI application
 
-![assistants](https://github.com/phidatahq/phidata/assets/22579644/a8406c12-efb3-435c-abfe-0f92b8e808f3)
-
 ## 👩‍💻 Getting Started
 
 ### Installation
@@ -62,10 +62,10 @@ python assistant.py
 
 ## ⭐️ Use phidata to build
 
-- **Data Assistants:** Analyze data by running SQL queries.
-- **Python Assistants:** Perform tasks by running python code.
 - **Knowledge Assistants:** Answer questions from documents (PDFs, text)
 - **Research Assistants:** Perform research and summarize findings.
+- **Data Assistants:** Analyze data by running SQL queries.
+- **Python Assistants:** Perform tasks by running python code.
 - **Customer Assistants:** Answer customer queries using product descriptions and purchase history.
 - **Marketing Assistants:** Provide marketing insights, copywriting and content ideas.
 - **Travel Assistants:** Help plan travel by researching destinations, flight and hotel prices.
@@ -74,7 +74,7 @@ python assistant.py
 ## 🚀 Demos
 
 - <a href="https://pdf.aidev.run/" target="_blank" rel="noopener noreferrer">PDF AI</a> that summarizes and answers questions from PDFs.
-- <a href="https://arxiv.aidev.run/" target="_blank" rel="noopener noreferrer">arXiv AI</a> that summarizes and answers questions about arXiv papers.
+- <a href="https://arxiv.aidev.run/" target="_blank" rel="noopener noreferrer">arXiv AI</a> that answers questions about ArXiv papers using the ArXiv API.
 - <a href="https://hn.aidev.run/" target="_blank" rel="noopener noreferrer">HackerNews AI</a> that interacts with the HN API to summarize stories, users, find out what's trending, summarize topics.
 - <a href="https://demo.aidev.run/" target="_blank" rel="noopener noreferrer">Demo Streamlit App</a> serving a PDF, Image and Website Assistant (password: admin)
 - <a href="https://api.aidev.run/docs" target="_blank" rel="noopener noreferrer">Demo FastApi </a> serving a PDF Assistant.
@@ -83,7 +83,7 @@ python assistant.py
 
 ## 🎖️ Templates
 
-After building an Assistant, serve it using **Streamlit**, **FastApi** or **Django** to build an AI application.
+After building an Assistant, serve it using **Streamlit**, **FastApi** or **Django** to build your AI application.
 Instead of wiring these tools manually, phidata provides **pre-built** templates for AI Apps that you can run locally or deploy to AWS with 1 command. Here's how they work:
 
 - Create your AI App using a template: `phi ws create`