From 1af6cc0d5eb535736bdc7fe012960233dd29bb9f Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Mon, 24 Feb 2025 23:27:17 +0000
Subject: [PATCH 1/6] commit

---
 .gitpod.yml     | 10 +++++++
 CONTRIBUTING.md |  4 ++-
 README.md       | 63 ++++++++++++++++++++++++++++++++++++++++++
 nbs/index.ipynb | 73 +++++++++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 149 insertions(+), 1 deletion(-)
 create mode 100644 .gitpod.yml

diff --git a/.gitpod.yml b/.gitpod.yml
new file mode 100644
index 0000000..6fba074
--- /dev/null
+++ b/.gitpod.yml
@@ -0,0 +1,10 @@
+# This configuration file was automatically generated by Gitpod.
+# Please adjust to your needs (see https://www.gitpod.io/docs/introduction/learn-gitpod/gitpod-yaml)
+# and commit this file to your remote git repository to share the goodness with others.
+
+# Learn more from ready-to-use templates: https://www.gitpod.io/docs/introduction/getting-started/quickstart
+
+tasks:
+  - init: pip install .
+
+
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4b23a5e..988c225 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -26,7 +26,9 @@ pip install -e '.[dev]'
 And install quarto too:
 
 ```
-nbdev_install_quarto
+sudo apt update
+sudo apt install tmux -y
+
 ```
 
 Then, after you make subsequent changes to `nbs/index.ipynb`, run the following from the repo's root directory to (re)build `README.md`:
diff --git a/README.md b/README.md
index 3c9313e..1064011 100644
--- a/README.md
+++ b/README.md
@@ -180,6 +180,69 @@ ssage --provider openai --model gpt-4o-mini "explain this error"
 ssage --history-lines 50 "what commands did I just run?"
 ```
 
+```` python
+## Development Setup Documentation
+
+### Required Python Versions and Dependencies
+
+Ensure you have the following installed:
+
+- Python 3.9+
+- [pip](https://pip.pypa.io/en/stable/)
+- [nbdev](https://nbdev.fast.ai/) (latest version)
+
+Install dependencies using:
+
+```sh
+pip install nbdev
+```
+
+### nbdev Workflow Explanation
+
+1. **Initialize the Project**
+   ```sh
+   nbdev_new
+   ```
+2. **Edit Notebooks**
+   - Use Jupyter Notebook to write code and documentation.
+   ```sh
+   jupyter notebook
+   ```
+3. **Export Python Modules**
+   ```sh
+   nbdev_export
+   ```
+4. **Run Tests**
+   ```sh
+   nbdev_test
+   ```
+5. **Build Documentation**
+   ```sh
+   nbdev_build_docs
+   ```
+6. **Clean Notebooks**
+   ```sh
+   nbdev_clean
+   ```
+
+### Common Development Tasks
+
+- **Adding New Features**: Modify `.ipynb` files and export them.
+- **Testing Code**: Run `nbdev_test` before pushing changes.
+- **Updating Documentation**: Modify notebooks and run `nbdev_build_docs`.
+- **Publishing Package**: Use `nbdev_pypi` for PyPI releases.
+
+### Troubleshooting Guide
+
+- **nbdev_export not working**: Ensure you have installed nbdev and activated the virtual environment.
+- **Import Errors**: Run `pip install -e .` to install the package locally.
+- **Jupyter Not Recognizing Kernel**: Install `ipykernel` using:
+  ```sh
+  pip install ipykernel
+  python -m ipykernel install --user
+  ```
+````
+
 ### Advanced Use Cases
 
 #### Git Workflow Enhancement
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 31802d8..6eeb878 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -203,6 +203,79 @@
     "```"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "edc29a9e",
+   "metadata": {
+    "notebookRunGroups": {
+     "groupValue": "2"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## Development Setup Documentation\n",
+    "\n",
+    "### Required Python Versions and Dependencies\n",
+    "\n",
+    "Ensure you have the following installed:\n",
+    "\n",
+    "- Python 3.9+\n",
+    "- [pip](https://pip.pypa.io/en/stable/)\n",
+    "- [nbdev](https://nbdev.fast.ai/) (latest version)\n",
+    "\n",
+    "Install dependencies using:\n",
+    "\n",
+    "```sh\n",
+    "pip install nbdev\n",
+    "```\n",
+    "\n",
+    "### nbdev Workflow Explanation\n",
+    "\n",
+    "1. **Initialize the Project**\n",
+    "   ```sh\n",
+    "   nbdev_new\n",
+    "   ```\n",
+    "2. **Edit Notebooks**\n",
+    "   - Use Jupyter Notebook to write code and documentation.\n",
+    "   ```sh\n",
+    "   jupyter notebook\n",
+    "   ```\n",
+    "3. **Export Python Modules**\n",
+    "   ```sh\n",
+    "   nbdev_export\n",
+    "   ```\n",
+    "4. **Run Tests**\n",
+    "   ```sh\n",
+    "   nbdev_test\n",
+    "   ```\n",
+    "5. **Build Documentation**\n",
+    "   ```sh\n",
+    "   nbdev_build_docs\n",
+    "   ```\n",
+    "6. **Clean Notebooks**\n",
+    "   ```sh\n",
+    "   nbdev_clean\n",
+    "   ```\n",
+    "\n",
+    "### Common Development Tasks\n",
+    "\n",
+    "- **Adding New Features**: Modify `.ipynb` files and export them.\n",
+    "- **Testing Code**: Run `nbdev_test` before pushing changes.\n",
+    "- **Updating Documentation**: Modify notebooks and run `nbdev_build_docs`.\n",
+    "- **Publishing Package**: Use `nbdev_pypi` for PyPI releases.\n",
+    "\n",
+    "### Troubleshooting Guide\n",
+    "\n",
+    "- **nbdev_export not working**: Ensure you have installed nbdev and activated the virtual environment.\n",
+    "- **Import Errors**: Run `pip install -e .` to install the package locally.\n",
+    "- **Jupyter Not Recognizing Kernel**: Install `ipykernel` using:\n",
+    "  ```sh\n",
+    "  pip install ipykernel\n",
+    "  python -m ipykernel install --user\n",
+    "  ```"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "47d6bfb8",

From 437a5567ac39865ed4f713299a2c100e9f5a6563 Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Mon, 24 Feb 2025 23:51:04 +0000
Subject: [PATCH 2/6] making a development guide for ths user

---
 README.md       | 106 ++++++++++++++++++++++++------------------------
 nbs/index.ipynb |  99 ++++++++++++++++++++++----------------------
 2 files changed, 105 insertions(+), 100 deletions(-)

diff --git a/README.md b/README.md
index 1064011..af9e81e 100644
--- a/README.md
+++ b/README.md
@@ -181,65 +181,67 @@ ssage --history-lines 50 "what commands did I just run?"
 ```
 
 ```` python
-## Development Setup Documentation
+## Developer Setup Instruction
 
-### Required Python Versions and Dependencies
-
-Ensure you have the following installed:
+### Prerequisites
 
 - Python 3.9+
-- [pip](https://pip.pypa.io/en/stable/)
-- [nbdev](https://nbdev.fast.ai/) (latest version)
+- pip
+- nbdev (latest version)
+- Quarto (for documentation generation)
+
+### Installation
+
+1. Install the development dependencies:
+
+```bash
+pip install -e '.[dev]'
+nbdev_install_quarto
+```
+
+2. Set up the tmux environment for development:
+
+**Ubuntu/Debian**
+```bash
+sudo apt update
+sudo apt install tmux -y
+```
+
 
-Install dependencies using:
+3. Start tmux:
+```bash
+tmux
+```
+
+## nbdev Development Workflow
+
+### Common Commands
+
+#### Initialize Project
+```bash
+nbdev_install_quarto
+```
 
-```sh
-pip install nbdev
+#### Update README from `index.ipynb`
+```bash
+nbdev_readme
 ```
 
-### nbdev Workflow Explanation
-
-1. **Initialize the Project**
-   ```sh
-   nbdev_new
-   ```
-2. **Edit Notebooks**
-   - Use Jupyter Notebook to write code and documentation.
-   ```sh
-   jupyter notebook
-   ```
-3. **Export Python Modules**
-   ```sh
-   nbdev_export
-   ```
-4. **Run Tests**
-   ```sh
-   nbdev_test
-   ```
-5. **Build Documentation**
-   ```sh
-   nbdev_build_docs
-   ```
-6. **Clean Notebooks**
-   ```sh
-   nbdev_clean
-   ```
-
-### Common Development Tasks
-
-- **Adding New Features**: Modify `.ipynb` files and export them.
-- **Testing Code**: Run `nbdev_test` before pushing changes.
-- **Updating Documentation**: Modify notebooks and run `nbdev_build_docs`.
-- **Publishing Package**: Use `nbdev_pypi` for PyPI releases.
-
-### Troubleshooting Guide
-
-- **nbdev_export not working**: Ensure you have installed nbdev and activated the virtual environment.
-- **Import Errors**: Run `pip install -e .` to install the package locally.
-- **Jupyter Not Recognizing Kernel**: Install `ipykernel` using:
-  ```sh
-  pip install ipykernel
-  python -m ipykernel install --user
+#### Export Python Modules from Notebooks
+```bash
+nbdev_export
+```
+
+### Notebook-Specific Operations
+
+- **When modifying `index.ipynb`**, generate a new README:
+  ```bash
+  nbdev_readme
+  ```
+
+- **To export all notebooks** to Python modules:
+  ```bash
+  nbdev_export
   ```
 ````
 
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 6eeb878..c51b151 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -214,66 +214,69 @@
    },
    "outputs": [],
    "source": [
-    "## Development Setup Documentation\n",
+    "## Developer Setup Instruction\n",
     "\n",
-    "### Required Python Versions and Dependencies\n",
-    "\n",
-    "Ensure you have the following installed:\n",
+    "### Prerequisites\n",
     "\n",
     "- Python 3.9+\n",
-    "- [pip](https://pip.pypa.io/en/stable/)\n",
-    "- [nbdev](https://nbdev.fast.ai/) (latest version)\n",
+    "- pip\n",
+    "- nbdev (latest version)\n",
+    "- Quarto (for documentation generation)\n",
     "\n",
-    "Install dependencies using:\n",
+    "### Installation\n",
     "\n",
-    "```sh\n",
-    "pip install nbdev\n",
+    "1. Install the development dependencies:\n",
+    "\n",
+    "```bash\n",
+    "pip install -e '.[dev]'\n",
+    "nbdev_install_quarto\n",
     "```\n",
     "\n",
-    "### nbdev Workflow Explanation\n",
+    "2. Set up the tmux environment for development:\n",
     "\n",
-    "1. **Initialize the Project**\n",
-    "   ```sh\n",
-    "   nbdev_new\n",
-    "   ```\n",
-    "2. **Edit Notebooks**\n",
-    "   - Use Jupyter Notebook to write code and documentation.\n",
-    "   ```sh\n",
-    "   jupyter notebook\n",
-    "   ```\n",
-    "3. **Export Python Modules**\n",
-    "   ```sh\n",
-    "   nbdev_export\n",
-    "   ```\n",
-    "4. **Run Tests**\n",
-    "   ```sh\n",
-    "   nbdev_test\n",
-    "   ```\n",
-    "5. **Build Documentation**\n",
-    "   ```sh\n",
-    "   nbdev_build_docs\n",
-    "   ```\n",
-    "6. **Clean Notebooks**\n",
-    "   ```sh\n",
-    "   nbdev_clean\n",
-    "   ```\n",
+    "**Ubuntu/Debian**\n",
+    "```bash\n",
+    "sudo apt update\n",
+    "sudo apt install tmux -y\n",
+    "```\n",
+    "\n",
+    "\n",
+    "3. Start tmux:\n",
+    "```bash\n",
+    "tmux\n",
+    "```\n",
+    "\n",
+    "## nbdev Development Workflow\n",
     "\n",
-    "### Common Development Tasks\n",
+    "### Common Commands\n",
+    "\n",
+    "#### Initialize Project\n",
+    "```bash\n",
+    "nbdev_install_quarto\n",
+    "```\n",
+    "\n",
+    "#### Update README from `index.ipynb`\n",
+    "```bash\n",
+    "nbdev_readme\n",
+    "```\n",
+    "\n",
+    "#### Export Python Modules from Notebooks\n",
+    "```bash\n",
+    "nbdev_export\n",
+    "```\n",
     "\n",
-    "- **Adding New Features**: Modify `.ipynb` files and export them.\n",
-    "- **Testing Code**: Run `nbdev_test` before pushing changes.\n",
-    "- **Updating Documentation**: Modify notebooks and run `nbdev_build_docs`.\n",
-    "- **Publishing Package**: Use `nbdev_pypi` for PyPI releases.\n",
+    "### Notebook-Specific Operations\n",
     "\n",
-    "### Troubleshooting Guide\n",
+    "- **When modifying `index.ipynb`**, generate a new README:\n",
+    "  ```bash\n",
+    "  nbdev_readme\n",
+    "  ```\n",
     "\n",
-    "- **nbdev_export not working**: Ensure you have installed nbdev and activated the virtual environment.\n",
-    "- **Import Errors**: Run `pip install -e .` to install the package locally.\n",
-    "- **Jupyter Not Recognizing Kernel**: Install `ipykernel` using:\n",
-    "  ```sh\n",
-    "  pip install ipykernel\n",
-    "  python -m ipykernel install --user\n",
-    "  ```"
+    "- **To export all notebooks** to Python modules:\n",
+    "  ```bash\n",
+    "  nbdev_export\n",
+    "  ```\n",
+    "\n"
    ]
   },
   {

From 92a94402b03b76bfd10935e0e5318f2873974485 Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Mon, 24 Feb 2025 23:52:47 +0000
Subject: [PATCH 3/6] checking out the readme.md file for the user

---
 README.md       | 16 ++++++++--------
 nbs/index.ipynb | 16 ++++++++--------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index af9e81e..f18952b 100644
--- a/README.md
+++ b/README.md
@@ -194,7 +194,7 @@ ssage --history-lines 50 "what commands did I just run?"
 
 1. Install the development dependencies:
 
-```bash
+```sh
 pip install -e '.[dev]'
 nbdev_install_quarto
 ```
@@ -202,14 +202,14 @@ nbdev_install_quarto
 2. Set up the tmux environment for development:
 
 **Ubuntu/Debian**
-```bash
+```sh
 sudo apt update
 sudo apt install tmux -y
 ```
 
 
 3. Start tmux:
-```bash
+```sh
 tmux
 ```
 
@@ -218,29 +218,29 @@ tmux
 ### Common Commands
 
 #### Initialize Project
-```bash
+```sh
 nbdev_install_quarto
 ```
 
 #### Update README from `index.ipynb`
-```bash
+```sh
 nbdev_readme
 ```
 
 #### Export Python Modules from Notebooks
-```bash
+```sh
 nbdev_export
 ```
 
 ### Notebook-Specific Operations
 
 - **When modifying `index.ipynb`**, generate a new README:
-  ```bash
+  ```sh
   nbdev_readme
   ```
 
 - **To export all notebooks** to Python modules:
-  ```bash
+  ```sh
   nbdev_export
   ```
 ````
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index c51b151..bdfe85b 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -227,7 +227,7 @@
     "\n",
     "1. Install the development dependencies:\n",
     "\n",
-    "```bash\n",
+    "```sh\n",
     "pip install -e '.[dev]'\n",
     "nbdev_install_quarto\n",
     "```\n",
@@ -235,14 +235,14 @@
     "2. Set up the tmux environment for development:\n",
     "\n",
     "**Ubuntu/Debian**\n",
-    "```bash\n",
+    "```sh\n",
     "sudo apt update\n",
     "sudo apt install tmux -y\n",
     "```\n",
     "\n",
     "\n",
     "3. Start tmux:\n",
-    "```bash\n",
+    "```sh\n",
     "tmux\n",
     "```\n",
     "\n",
@@ -251,29 +251,29 @@
     "### Common Commands\n",
     "\n",
     "#### Initialize Project\n",
-    "```bash\n",
+    "```sh\n",
     "nbdev_install_quarto\n",
     "```\n",
     "\n",
     "#### Update README from `index.ipynb`\n",
-    "```bash\n",
+    "```sh\n",
     "nbdev_readme\n",
     "```\n",
     "\n",
     "#### Export Python Modules from Notebooks\n",
-    "```bash\n",
+    "```sh\n",
     "nbdev_export\n",
     "```\n",
     "\n",
     "### Notebook-Specific Operations\n",
     "\n",
     "- **When modifying `index.ipynb`**, generate a new README:\n",
-    "  ```bash\n",
+    "  ```sh\n",
     "  nbdev_readme\n",
     "  ```\n",
     "\n",
     "- **To export all notebooks** to Python modules:\n",
-    "  ```bash\n",
+    "  ```sh\n",
     "  nbdev_export\n",
     "  ```\n",
     "\n"

From e76aa2547ff6dbe5974502b0d556f76894cb38e9 Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Mon, 24 Feb 2025 23:59:50 +0000
Subject: [PATCH 4/6] again made changes in the index

---
 README.md       |  8 ++++----
 nbs/index.ipynb | 11 +++++------
 2 files changed, 9 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index f18952b..30f999d 100644
--- a/README.md
+++ b/README.md
@@ -181,20 +181,21 @@ ssage --history-lines 50 "what commands did I just run?"
 ```
 
 ```` python
-## Developer Setup Instruction
+# Developer Setup Guide
 
-### Prerequisites
+## Prerequisites
 
 - Python 3.9+
 - pip
 - nbdev (latest version)
 - Quarto (for documentation generation)
 
-### Installation
+## Installation
 
 1. Install the development dependencies:
 
 ```sh
+# installing all dependencies
 pip install -e '.[dev]'
 nbdev_install_quarto
 ```
@@ -207,7 +208,6 @@ sudo apt update
 sudo apt install tmux -y
 ```
 
-
 3. Start tmux:
 ```sh
 tmux
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index bdfe85b..a56adb5 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -214,20 +214,21 @@
    },
    "outputs": [],
    "source": [
-    "## Developer Setup Instruction\n",
+    "# Developer Setup Guide\n",
     "\n",
-    "### Prerequisites\n",
+    "## Prerequisites\n",
     "\n",
     "- Python 3.9+\n",
     "- pip\n",
     "- nbdev (latest version)\n",
     "- Quarto (for documentation generation)\n",
     "\n",
-    "### Installation\n",
+    "## Installation\n",
     "\n",
     "1. Install the development dependencies:\n",
     "\n",
     "```sh\n",
+    "# installing all dependencies\n",
     "pip install -e '.[dev]'\n",
     "nbdev_install_quarto\n",
     "```\n",
@@ -240,7 +241,6 @@
     "sudo apt install tmux -y\n",
     "```\n",
     "\n",
-    "\n",
     "3. Start tmux:\n",
     "```sh\n",
     "tmux\n",
@@ -275,8 +275,7 @@
     "- **To export all notebooks** to Python modules:\n",
     "  ```sh\n",
     "  nbdev_export\n",
-    "  ```\n",
-    "\n"
+    "  ```"
    ]
   },
   {

From c119dc4e6735a710e79f46cb48a778f62a7c1fa6 Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Tue, 25 Feb 2025 00:09:05 +0000
Subject: [PATCH 5/6] commit check by this

---
 README.md       | 41 ++++++++++++++++++-----------------------
 nbs/index.ipynb | 22 +++++++++++-----------
 2 files changed, 29 insertions(+), 34 deletions(-)

diff --git a/README.md b/README.md
index 30f999d..a48f35d 100644
--- a/README.md
+++ b/README.md
@@ -180,7 +180,6 @@ ssage --provider openai --model gpt-4o-mini "explain this error"
 ssage --history-lines 50 "what commands did I just run?"
 ```
 
-```` python
 # Developer Setup Guide
 
 ## Prerequisites
@@ -192,58 +191,54 @@ ssage --history-lines 50 "what commands did I just run?"
 
 ## Installation
 
-1. Install the development dependencies:
+1.  Install the development dependencies:
 
-```sh
+``` sh
 # installing all dependencies
 pip install -e '.[dev]'
 nbdev_install_quarto
 ```
 
-2. Set up the tmux environment for development:
+2.  Set up the tmux environment for development:
 
 **Ubuntu/Debian**
-```sh
+
+``` sh
 sudo apt update
 sudo apt install tmux -y
 ```
 
-3. Start tmux:
-```sh
+3.  Start tmux:
+
+``` sh
 tmux
 ```
 
 ## nbdev Development Workflow
 
-### Common Commands
+### Initialize Project
 
-#### Initialize Project
-```sh
+``` sh
 nbdev_install_quarto
 ```
 
-#### Update README from `index.ipynb`
-```sh
+### Update README from `index.ipynb`
+
+``` sh
 nbdev_readme
 ```
 
-#### Export Python Modules from Notebooks
-```sh
+### Export Python Modules from Notebooks
+
+``` sh
 nbdev_export
 ```
 
 ### Notebook-Specific Operations
 
-- **When modifying `index.ipynb`**, generate a new README:
-  ```sh
-  nbdev_readme
-  ```
+When modifying index.ipynb, generate a new README: `sh   nbdev_readme`
 
-- **To export all notebooks** to Python modules:
-  ```sh
-  nbdev_export
-  ```
-````
+To export all notebooks to Python modules: `sh   nbdev_export`
 
 ### Advanced Use Cases
 
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index a56adb5..20c9c30 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -204,15 +204,13 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "id": "edc29a9e",
    "metadata": {
     "notebookRunGroups": {
      "groupValue": "2"
     }
    },
-   "outputs": [],
    "source": [
     "# Developer Setup Guide\n",
     "\n",
@@ -248,31 +246,29 @@
     "\n",
     "## nbdev Development Workflow\n",
     "\n",
-    "### Common Commands\n",
-    "\n",
-    "#### Initialize Project\n",
+    "### Initialize Project\n",
     "```sh\n",
     "nbdev_install_quarto\n",
     "```\n",
     "\n",
-    "#### Update README from `index.ipynb`\n",
+    "### Update README from `index.ipynb`\n",
     "```sh\n",
     "nbdev_readme\n",
     "```\n",
     "\n",
-    "#### Export Python Modules from Notebooks\n",
+    "### Export Python Modules from Notebooks\n",
     "```sh\n",
     "nbdev_export\n",
     "```\n",
     "\n",
     "### Notebook-Specific Operations\n",
     "\n",
-    "- **When modifying `index.ipynb`**, generate a new README:\n",
+    "When modifying index.ipynb, generate a new README:\n",
     "  ```sh\n",
     "  nbdev_readme\n",
     "  ```\n",
     "\n",
-    "- **To export all notebooks** to Python modules:\n",
+    "To export all notebooks to Python modules:\n",
     "  ```sh\n",
     "  nbdev_export\n",
     "  ```"
@@ -391,9 +387,13 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "version": "3.12.9"
   }
  },
  "nbformat": 4,

From 1bce2ea6f0c2ad7fe688b41058b0290b0660b232 Mon Sep 17 00:00:00 2001
From: Aditya Yadav <adiworkprofile@gmail.com>
Date: Tue, 25 Feb 2025 00:10:35 +0000
Subject: [PATCH 6/6] commit changed

---
 README.md       |  6 ------
 nbs/index.ipynb | 14 +-------------
 2 files changed, 1 insertion(+), 19 deletions(-)

diff --git a/README.md b/README.md
index a48f35d..18fe870 100644
--- a/README.md
+++ b/README.md
@@ -234,12 +234,6 @@ nbdev_readme
 nbdev_export
 ```
 
-### Notebook-Specific Operations
-
-When modifying index.ipynb, generate a new README: `sh   nbdev_readme`
-
-To export all notebooks to Python modules: `sh   nbdev_export`
-
 ### Advanced Use Cases
 
 #### Git Workflow Enhancement
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 20c9c30..39bc3a7 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -259,19 +259,7 @@
     "### Export Python Modules from Notebooks\n",
     "```sh\n",
     "nbdev_export\n",
-    "```\n",
-    "\n",
-    "### Notebook-Specific Operations\n",
-    "\n",
-    "When modifying index.ipynb, generate a new README:\n",
-    "  ```sh\n",
-    "  nbdev_readme\n",
-    "  ```\n",
-    "\n",
-    "To export all notebooks to Python modules:\n",
-    "  ```sh\n",
-    "  nbdev_export\n",
-    "  ```"
+    "```\n"
    ]
   },
   {