diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 98b2474b8..edb87618c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -9,7 +9,7 @@ As a note, the repository is organized as a monorepo, with each module residing
 - [General Guidelines](#general-guidelines)
 - [Branches and Tags](#branches-and-tags)
 - [Release Steps](#release-steps)
-- [Github Workflows](#github-workflows)
+- [GitHub Workflows](#github-workflows)
 - [General Prerequisites](#general-prerequisites)
 - [Setup and Building](#setup-and-building)
 - [Testing](#testing)
@@ -17,10 +17,10 @@ As a note, the repository is organized as a monorepo, with each module residing
 
 ## General Guidelines
 
-* For feature requests, we recommend consulting with [Labelbox Support](https://docs.labelbox.com/docs/contacting-customer-support) support or creating a [Github Issue](https://github.com/Labelbox/labelbox-python/issues).
+* For feature requests, we recommend consulting with [Labelbox Support](https://docs.labelbox.com/docs/contacting-customer-support) support or creating a [GitHub Issue](https://github.com/Labelbox/labelbox-python/issues).
 * Ensure that any new libraries added are compliant with the Apache license that governs the repository.
 * Ensure that you update any relevant docstrings and comments within the code you may add or change.
-* Ensure that any new Python components, such as classes, packages, or methods, that need to feature in the Labelbox documentation have entries in the file [index.rst](https://github.com/Labelbox/labelbox-python/blob/develop/docs/source/index.rst).
+* Ensure that any new Python components, such as classes, packages, or methods, that need to feature in the Labelbox documentation have entries in the file [index.rst](https://github.com/Labelbox/labelbox-python/blob/develop/docs/labelbox/index.rst).
 
 ## Branches and Tags
 
@@ -32,17 +32,17 @@ As a note, the repository is organized as a monorepo, with each module residing
 
 Your contributions will be released as soon as it is approved and merged into the `develop` branch. Please consult the [Labelbox](https://docs.labelbox.com/docs/contacting-customer-support) team for if you need a more specific timeframe of when your contributions may be released.
 
-## Github Workflows
+## GitHub Workflows
 
 ![workflow](./docs/github-workflow.svg)
 
-The above shows the Github workflows that currently exist in the repository.
+The above shows the GitHub workflows that currently exist in the repository.
 
-* Github Branch Workflow
+* GitHub Branch Workflow
   * When you push to a branch, it will create a build of the SDK that runs tests against **staging**. It will publish the build to `test.pypi.org` which can be downloaded for testing. Also, a docker image is built which can be used for testing as it has the SDK installed.
-* Github Develop Workflow
+* GitHub Develop Workflow
   * When you push to a `develop` (main branch), it will create a build of the SDK that runs tests against **staging**. It will publish the build to `test.pypi.org` which can be downloaded for testing. Also, a docker image is built which can be used for testing as it has the SDK installed. This docker image is tagged with `develop`.
-* Github Publish Workflow
+* GitHub Publish Workflow
   * When you run the publish workflow, it will create a build of the SDK that runs tests against **production**. It will publish the build to `pypi.org` which is what consumers of the SDK will normally use. Also, a docker image is built which can be used for testing as it has the SDK installed. This docker image is tagged with `latest`.
 
 ## General Prerequisites
diff --git a/README.md b/README.md
index 597cd4aec..8bfb65725 100644
--- a/README.md
+++ b/README.md
@@ -9,30 +9,34 @@
 [![Open Issues](https://img.shields.io/github/issues-raw/labelbox/labelbox-python)](https://github.com/labelbox/labelbox-python/issues)
 [![Changelog](https://img.shields.io/badge/Changelog-Recent%20Updates-blue.svg)](https://docs.labelbox.com/changelog)
 [![License: Apache 2.0](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)
-[![Twitter Follow](https://img.shields.io/twitter/follow/labelbox.svg?style=social&label=Follow)](https://twitter.com/labelbox)
+[![X Follow](https://img.shields.io/twitter/follow/labelbox.svg?style=social&label=Follow)](https://x.com/labelbox)
 [![LinkedIn Follow](https://img.shields.io/badge/Follow-LinkedIn-blue.svg?style=flat&logo=linkedin)](https://www.linkedin.com/company/labelbox/)
 [![Supported Python Versions](https://img.shields.io/pypi/pyversions/labelbox)](https://img.shields.io/pypi/pyversions/labelbox)
 [![SLSA 3](https://slsa.dev/images/gh-badge-level3.svg)](https://slsa.dev)
 
 # Labelbox
+
 With Labelbox, enterprises can easily curate and annotate data, generate high-quality human feedback data for computer vision and language models, evaluate and improve model performance, and automate tasks by seamlessly combining AI and human-centric workflows. The academic and research community also relies on Labelbox for cutting-edge AI research and experimentation.
 
 Visit [Labelbox](http://labelbox.com/) for more information.
 
 ## Table of Contents
+
 - [Quick Start](#quick-start)
 - [Contribution Guidelines](#contribution-guidelines)
-- [Develop with AI Assistance](#develop-with-ai-assistance)
 - [Documentation](#documentation)
 - [Jupyter Notebooks](#jupyter-notebooks)
+- [Provenance](#provenance)
 
 ## Quick Start
    
 ### Sign Up
+
 If you haven't already, create a free account at [Labelbox](http://app.labelbox.com/).
 
 ### Generate an API key
-Log into Labelbox and navigate to [Account > API Keys](https://docs.labelbox.com/docs/create-an-api-key) to generate an API key. 
+
+Log into Labelbox and navigate to [Account > API Keys](https://docs.labelbox.com/reference/create-api-key) to generate an API key. 
 
 ### Install
 
@@ -64,12 +68,14 @@ task = dataset.create_data_rows(data_rows)
 task.wait_till_done()
 ```
 
-You should be set! Running the snippet above should create a dataset called `Test Dataset` with its content being `My First Data Row`. You can log into [Labelbox](http://labelbox.com/) to verify this. If you have any issues please file a Github Issue or contact [Labelbox Support](https://docs.labelbox.com/docs/contacting-customer-support) directly. For more advanced examples and information on the SDK, see [Documentation](#documentation) below.
+You should be set! Running the snippet above should create a dataset called `Test Dataset` with its content being `My First Data Row`. You can log into [Labelbox](http://labelbox.com/) to verify this. If you have any issues please file a GitHub Issue or contact [Labelbox Support](https://docs.labelbox.com/docs/contacting-customer-support) directly. For more advanced examples and information on the SDK, see [Documentation](#documentation) below.
 
 ## Contribution Guidelines
+
 We encourage anyone to contribute to this repository to help improve it. Please refer to [Contributing Guide](CONTRIBUTING.md) for detailed information on how to contribute. This guide also includes instructions for how to build and run the SDK locally.
 
 ## Documentation
+
 The SDK is well-documented to help developers get started quickly and use the SDK effectively. Here are links to that documentation:
 
 - [Labelbox Official Documentation](https://docs.labelbox.com/docs/overview)
@@ -77,13 +83,15 @@ The SDK is well-documented to help developers get started quickly and use the SD
 - [Python SDK Reference](https://labelbox-python.readthedocs.io/en/latest/)
 
 ## Jupyter Notebooks
+
 We have samples in the `examples` directory to help you get started with the SDK.
 
 Make sure your notebook will use your source code:
+
 1. `ipython profile create`
 2. `ipython locate` - will show where the config file is. This is the config file used by the Jupyter server, since it runs via ipython
 3. Open the file (this should be ipython_config.py and it is usually located in ~/.ipython/profile_default) and add the following line of code: 
-```
+```python
 c.InteractiveShellApp.exec_lines = [
   'import sys; sys.path.insert(0, "<labelbox-python root folder>")'
 ]
@@ -99,7 +107,7 @@ By using the [SLSA framework's official verifier](https://github.com/slsa-framew
 
 Example of usage for the v.3.72.2 release wheel:
 
-```
+```bash
 export VERSION=3.72.2 # sdk release version 
 export TAG=v.3.72.2 # github tag
 pip download --no-deps labelbox==${VERSION}
diff --git a/libs/labelbox/README.md b/libs/labelbox/README.md
index 25dbb2cca..fba78a516 100644
--- a/libs/labelbox/README.md
+++ b/libs/labelbox/README.md
@@ -48,7 +48,7 @@ rye run unit
 ```bash
 LABELBOX_TEST_API_KEY="YOUR_API_TEST_KEY" LABELBOX_TEST_ENVIRON="prod" rye run integration
 ```
-For more info on how to get a `LABELBOX_TEST_API_KEY` [Labelbox API key docs](https://labelbox.helpdocs.io/docs/api/getting-started). 
+For more info on how to get a `LABELBOX_TEST_API_KEY` [Labelbox API key docs](https://docs.labelbox.com/reference/create-api-key). 
 
 **Integration tests by default will run against your account that you provide an API Key from and modify its data. If you want to run integration tests, without it impacting your existing account, create an additional account using a secondary e-mail on [Labelbox](https://labelbox.com). Free accounts are sufficent for integration testing purposes.**
 
@@ -85,4 +85,4 @@ To generate documentation for all modules (`ReadTheDocs`), run the following com
 
 ```bash
 rye run docs
-```
\ No newline at end of file
+```
diff --git a/libs/lbox-clients/README.md b/libs/lbox-clients/README.md
index e562258a6..459c0320c 100644
--- a/libs/lbox-clients/README.md
+++ b/libs/lbox-clients/README.md
@@ -4,6 +4,4 @@ This is an example module which can be cloned and reused to develop modules unde
 
 ## Module Status: Experimental
 
-**TLDR: This module may be removed or altered at any given time and there is no offical support.**
-
-Please see [here](https://docs.labelbox.com/docs/product-release-phases) for the formal definition of `Experimental`.
\ No newline at end of file
+<p>This module may be removed or altered at any given time and there is no offical support.</p>
diff --git a/libs/lbox-example/README.md b/libs/lbox-example/README.md
index a7bf3e94f..9fd69231f 100644
--- a/libs/lbox-example/README.md
+++ b/libs/lbox-example/README.md
@@ -4,6 +4,4 @@ This is an example module which can be cloned and reused to develop modules unde
 
 ## Module Status: Experimental
 
-**TLDR: This module may be removed or altered at any given time and there is no offical support.**
-
-Please see [here](https://docs.labelbox.com/docs/product-release-phases) for the formal definition of `Experimental`.
\ No newline at end of file
+<p>This module may be removed or altered at any given time and there is no offical support.</p>