Update README.md

README.md

@@ -1,16 +1,28 @@
-# Codeflash
+![Codeflash-banner](https://i.postimg.cc/GmPRC52t/Codeflash-banner.png)
+<p align="center">
+   <a href="https://github.com/codeflash-ai/codeflash">
+    <img src="https://img.shields.io/github/commit-activity/m/codeflash-ai/codeflash" alt="GitHub commit activity">
+  </a>
+  <a href="https://pypi.org/project/codeflash/">
+    <img src="https://img.shields.io/pypi/dm/codeflash" alt="PyPI Downloads">
+  </a>
+  <a href="https://pypi.org/project/codeflash/">
+    <img src="https://img.shields.io/pypi/v/codeflash?label=PyPI%20version" alt="PyPI Downloads">
+  </a>
+</p>
 
-Codeflash is an AI optimization tool that automatically improves the performance of your Python code while maintaining its correctness.
+[Codeflash](https://www.codeflash.ai) is a general purpose optimizer for Python that automatically improves the performance of your Python code while maintaining its correctness.
+It uses advanced LLMs to generate multiple optimization ideas for your code, tests them to be correct and benchmarks them for performance. It then opens merge ready Pull Requests with the best optimization it found that you can review and merge.
 
-![img.png](https://res.cloudinary.com/dkg30tdvl/image/upload/v1731590846/readme-img_df52le.png)
+How to use Codeflash -
+- Optimize an entire existing codebase by running `codeflash --all`
+- Automate optimizing all __future__ code you will write by installing Codeflash as a GitHub action.
+- Optimize a Python workflow end-to-end by Tracing the workflow.
 
-## Features
+Codeflash is used by top engineering teams at [Pydantic](https://github.com/pydantic/pydantic/pulls?q=is%3Apr+author%3Amisrasaurabh1+is%3Amerged), [Langflow](https://github.com/langflow-ai/langflow/issues?q=state%3Aclosed%20is%3Apr%20author%3Amisrasaurabh1), [Albumentations](https://github.com/albumentations-team/albumentations/issues?q=state%3Amerged%20is%3Apr%20author%3Akrrt7%20OR%20state%3Amerged%20is%3Apr%20author%3Aaseembits93%20) and many others to ship performant, expert level code.
+
+Codeflash is great at optimizing AI Agents, Computer vision algorithms, numerical code, backend code or anything else you might write with Python.
 
-- Automatically optimizes your code using AI
-- Maintains code correctness through extensive testing
-- Opens a pull request for each optimization
-- Continuously optimizes your codebase through CI
-- Dynamically optimizes your real workflows through tracing
 
 ## Installation
 
@@ -19,38 +31,44 @@ To install Codeflash, run:
 ```
 pip install codeflash
 ```
-
+Add codeflash as a development time dependency if you are using package managers like uv or poetry.
 ## Quick Start
 
-1. Configure Codeflash for your project:
-   ```
-   codeflash init
-   ```
 
-2. Optimize a function:
+1. To configure Codeflash for a project, at the root directory of your project where the pyproject.toml file is located, run:
    ```
-   codeflash --file path/to/your/file.py --function function_name
+   codeflash init
    ```
+   - It will ask you a few questions about your project like the location of your code and tests
+   - Ask you to generate an [API Key](https://app.codeflash.ai/app/apikeys) to access Codeflash's LLMs
+   - Install a [GitHub app](https://github.com/apps/codeflash-ai/installations/select_target) to open Pull Requests on GitHub.
+   - Ask if you want to setup a GitHub actions which will optimize all your future code.
+   - The codeflash config is then saved in the pyproject.toml file.
 
-3. Optimize your entire codebase:
+2. Optimize your entire codebase:
    ```
    codeflash --all
    ```
+   This can take a while to run for a large codebase, but it will keep opening PRs as it finds optimizations.
+
+## Documentation
+For detailed installation and usage instructions, visit our documentation at [docs.codeflash.ai](https://docs.codeflash.ai)
+
+## Demo
 
-## Getting the Best Results
 
-To get the most out of Codeflash:
+- Optimizing the performance of new code for a Pull Request through GitHub actions. This way you can ship new code quickly, and make it all performant too.
 
-1. Install the Github App and actions workflow
-2. Find optimizations on your whole codebase with codeflash --all
-3. Find and optimize bottlenecks with the Codeflash Tracer
-4. Review the PRs Codeflash opens
+https://github.com/user-attachments/assets/38f44f4e-be1c-4f84-8db9-63d5ee3e61e5
 
+## Support
 
-## Learn More
+Join our community for support and discussions. If you have any questions, feel free to reach out to us using one of the following methods:
 
-- [Codeflash Website](https://www.codeflash.ai)
-- [Documentation](https://docs.codeflash.ai)
+- [Join our Discord](https://www.codeflash.ai/discord)
+- [Follow us on Twitter](https://x.com/codeflashAI)
+- [Follow us on Linkedin](https://www.linkedin.com/in/saurabh-misra/)
+- [Email founders](mailto:[email protected])
 
 ## License