diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 4efe10dc42..6af5747266 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -31,10 +31,16 @@ jobs:
     - name: Update pip to the latest version
       run: |
         python -m pip install --upgrade pip
+      
+    # Will cancel this step when the next qlib version is released. The current qlib version is: 0.9.6
+    - name: Installing pywinpt for windows
+      if: ${{ matrix.os == 'windows-latest' }}
+      run: |
+        python -m pip install pywinpty --only-binary=:all:
 
     - name: Qlib installation test
       run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.80
+        python -m pip install pyqlib
 
     - name: Install Lightgbm for MacOS
       if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-15' }}
diff --git a/Makefile b/Makefile
index 03dfc7310c..6e13aa1364 100644
--- a/Makefile
+++ b/Makefile
@@ -12,6 +12,12 @@ PUBLIC_DIR := $(shell [ "$$READTHEDOCS" = "True" ] && echo "$$READTHEDOCS_OUTPUT
 SO_DIR := qlib/data/_libs
 SO_FILES := $(wildcard $(SO_DIR)/*.so)
 
+ifeq ($(OS),Windows_NT)
+    IS_WINDOWS = true
+else
+    IS_WINDOWS = false
+endif
+
 ########################################################################################
 # Development Environment Management
 ########################################################################################
@@ -48,6 +54,10 @@ deepclean: clean
 # What this code does is compile two Cython modules, rolling and expanding, using setuptools and Cython,
 # and builds them as binary expansion modules that can be imported directly into Python.
 # Since pyproject.toml can't do that, we compile it here.
+
+# pywinpty as a dependency of jupyter on windows, if you use pip install pywinpty installation,
+# will first download the tar.gz file, and then locally compiled and installed,
+# this will lead to some unnecessary trouble, so we choose to install the compiled whl file, to avoid trouble.
 prerequisite:
 	@if [ -n "$(SO_FILES)" ]; then \
 		echo "Shared library files exist, skipping build."; \
@@ -58,6 +68,10 @@ prerequisite:
 		python -c "from setuptools import setup, Extension; from Cython.Build import cythonize; import numpy; extensions = [Extension('qlib.data._libs.rolling', ['qlib/data/_libs/rolling.pyx'], language='c++', include_dirs=[numpy.get_include()]), Extension('qlib.data._libs.expanding', ['qlib/data/_libs/expanding.pyx'], language='c++', include_dirs=[numpy.get_include()])]; setup(ext_modules=cythonize(extensions, language_level='3'), script_args=['build_ext', '--inplace'])"; \
 	fi
 
+	@if [ "$(IS_WINDOWS)" = "true" ]; then \
+		python -m pip install pywinpty --only-binary=:all:; \
+	fi
+
 # Install the package in editable mode.
 dependencies:
 	python -m pip install -e .
@@ -87,7 +101,7 @@ analysis:
 	python -m pip install -e .[analysis]
 
 all:
-	python -m pip install -e .[dev,lint,docs,package,test,analysis,rl]
+	python -m pip install -e .[pywinpty,dev,lint,docs,package,test,analysis,rl]
 
 install: prerequisite dependencies
 
diff --git a/README.md b/README.md
index 1621800963..afc17b33c2 100644
--- a/README.md
+++ b/README.md
@@ -155,15 +155,15 @@ Here is a quick **[demo](https://terminalizer.com/view/3f24561a4470)** shows how
 This table demonstrates the supported Python version of `Qlib`:
 |               | install with pip      | install from source  |        plot        |
 | ------------- |:---------------------:|:--------------------:|:------------------:|
-| Python 3.7    | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
 | Python 3.8    | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
-| Python 3.9    | :x:                   | :heavy_check_mark:   | :x:                |
+| Python 3.9    | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
+| Python 3.10   | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
+| Python 3.11   | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
+| Python 3.12   | :heavy_check_mark:    | :heavy_check_mark:   | :heavy_check_mark: |
 
 **Note**: 
 1. **Conda** is suggested for managing your Python environment. In some cases, using Python outside of a `conda` environment may result in missing header files, causing the installation failure of certain packages.
-1. Please pay attention that installing cython in Python 3.6 will raise some error when installing ``Qlib`` from source. If users use Python 3.6 on their machines, it is recommended to *upgrade* Python to version 3.7 or use `conda`'s Python to install ``Qlib`` from source.
-1. For Python 3.9, `Qlib` supports running workflows such as training models, doing backtest and plot most of the related figures (those included in [notebook](examples/workflow_by_code.ipynb)). However, plotting for the *model performance* is not supported for now and we will fix this when the dependent packages are upgraded in the future.
-1. `Qlib`Requires `tables` package, `hdf5` in tables does not support python3.9. 
+2. Please pay attention that installing cython in Python 3.6 will raise some error when installing ``Qlib`` from source. If users use Python 3.6 on their machines, it is recommended to *upgrade* Python to version 3.8 or higher, or use `conda`'s Python to install ``Qlib`` from source.
 
 ### Install with pip
 Users can easily install ``Qlib`` by pip according to the following command.
@@ -181,7 +181,7 @@ Also, users can install the latest dev version ``Qlib`` by the source code accor
 
   ```bash
   pip install numpy
-  pip install --upgrade  cython
+  pip install --upgrade cython
   ```
 
 * Clone the repository and install ``Qlib`` as follows.
@@ -189,7 +189,6 @@ Also, users can install the latest dev version ``Qlib`` by the source code accor
     git clone https://github.com/microsoft/qlib.git && cd qlib
     pip install .  # `pip install -e .[dev]` is recommended for development. check details in docs/developer/code_standard_and_dev_guide.rst
     ```
-  **Note**:  You can install Qlib with `python setup.py install` as well. But it is not the recommended approach. It will skip `pip` and cause obscure problems. For example, **only** the command ``pip install .`` **can** overwrite the stable version installed by ``pip install pyqlib``, while the command ``python setup.py install`` **can't**.
 
 **Tips**: If you fail to install `Qlib` or run the examples in your environment,  comparing your steps and the [CI workflow](.github/workflows/test_qlib_from_source.yml) may help you find the problem.
 
diff --git a/qlib/__init__.py b/qlib/__init__.py
index ac6d5683a6..c625907e78 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.6"
+__version__ = "0.9.6.99"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union