Update the README.md

Author: codewithdark-git

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CONTRIBUTE.md

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+# Contributing to QuantLLM
+
+We love your input! We want to make contributing to QuantLLM as easy and transparent as possible, whether it's:
+
+- Reporting a bug
+- Discussing the current state of the code
+- Submitting a fix
+- Proposing new features
+- Becoming a maintainer
+
+## Development Process
+
+We use GitHub to host code, to track issues and feature requests, as well as accept pull requests.
+
+1. Fork the repo and create your branch from `main`
+2. If you've added code that should be tested, add tests
+3. If you've changed APIs, update the documentation
+4. Ensure the test suite passes
+5. Make sure your code lints
+6. Issue that pull request!
+
+## Development Setup
+
+1. Clone your fork:
+```bash
+git clone https://github.com/codewithdark-git/QuantLLM.git
+cd QuantLLM
+```
+
+2. Create a virtual environment:
+```bash
+python -m venv venv
+source venv/bin/activate  # On Windows: venv\Scripts\activate
+```
+
+3. Install development dependencies:
+```bash
+pip install -e ".[dev]"
+```
+
+## Testing
+
+Run tests with:
+```bash
+pytest tests/
+```
+
+For coverage report:
+```bash
+pytest --cov=quantllm tests/
+```
+
+## Code Style
+
+- We use [black](https://github.com/psf/black) for Python code formatting
+- [isort](https://pycqa.github.io/isort/) for import sorting
+- [flake8](https://flake8.pycqa.org/) for style guide enforcement
+
+Run linting:
+```bash
+black .
+isort .
+flake8 .
+```
+
+## Documentation
+
+- Documentation is written in reStructuredText
+- Built using Sphinx
+- Hosted on Read the Docs
+
+Build docs locally:
+```bash
+cd docs
+make html
+```
+
+## Pull Request Process
+
+1. Update the README.md with details of changes to the interface
+2. Update the docs/ directory with any new documentation
+3. Update the tests/ directory with relevant test cases
+4. The PR will be merged once you have the sign-off of two other developers
+
+## Any contributions you make will be under the MIT Software License
+
+In short, when you submit code changes, your submissions are understood to be under the same [MIT License](http://choosealicense.com/licenses/mit/) that covers the project. Feel free to contact the maintainers if that's a concern.
+
+## Report bugs using GitHub's [issue tracker](https://github.com/codfewithdark-git/QuantLLM/issues)
+
+We use GitHub issues to track public bugs. Report a bug by [opening a new issue](https://github.com/codewithdark-git/QuantLLM/issues/new).
+
+## Write bug reports with detail, background, and sample code
+
+**Great Bug Reports** tend to have:
+
+- A quick summary and/or background
+- Steps to reproduce
+  - Be specific!
+  - Give sample code if you can
+- What you expected would happen
+- What actually happens
+- Notes (possibly including why you think this might be happening, or stuff you tried that didn't work)
+
+## License
+
+By contributing, you agree that your contributions will be licensed under its MIT License.