quixio · tbedford · Oct 13, 2023 · Oct 12, 2023 · Oct 12, 2023 · Oct 12, 2023
diff --git a/docs/contribute.md b/docs/contribute.md
@@ -0,0 +1,14 @@
+# Contribute
+
+<div class="grid cards" markdown>
+
+-   __Contribute__
+
+    ---
+
+    Quix welcomes contributions to the docs.
+
+    [:octicons-arrow-right-24: Contribution guide](https://github.com/quixio/quix-docs/blob/dev/CONTRIBUTING.md){target=_blank}
+
+</div>
+
diff --git a/docs/index.md b/docs/index.md
@@ -1,226 +1,71 @@
-# Quix Documentation
+# Introduction to Quix
 
-Welcome to the Quix developer documentation!
+<p style="font-size: 1rem;">Quix is a complete solution for building, deploying, and monitoring event streaming applications.</p>
 
-!!! note "Beta"
+<div>
+<a class="md-button md-button--primary" href="./platform/quickstart.html" style="margin-right:.5rem;">Quickstart</a>
 
-    **See [here](./platform/changes.md) for significant recent changes.**
+<a class="md-button md-button" href="https://quix.io/templates" target="_blank" style="margin-right:.5rem;">View project templates</a>
+<br/>
+</div>
 
 ## Get started
 
 If you're new to Quix, here are some resources to help get you started quickly.
 
-First, sign up for a [free account](https://portal.platform.quix.ai/self-sign-up){target=_blank}.
-
 <div class="grid cards" markdown>
 
 - __Quickstart 🚀__
 
     ---
 
-    Get data into Quix, and display it, in under 10 minutes.
-
-    [:octicons-arrow-right-24: Quickstart](./platform/quickstart.md)
-
-- __Quix Tour__
-
-    ---
-
-    Build a complete stream processing pipeline in under 30 minutes.
-
-    [:octicons-arrow-right-24: Quix Tour](./platform/quixtour/overview.md)
-
-</div>
-
-## See Quix in action
-
-See the following live demos and running pipelines:
-
-<div class="grid cards" markdown>
-
-- __Image processing demo__
-
-    ---
-
-    See a real-time image processing live demo!
-
-    [:octicons-arrow-right-24: Image processing demo](https://app-demo-computervisiondemo-prod.deployments.quix.ai/){target=_blank}
-
-- __Image processing pipeline__
-
-    ---
-
-    See a real-time image processing pipeline running!
+    Get your data into Quix, and display it in real time, in under 10 minutes.
 
-    [:octicons-arrow-right-24: Image processing pipeline](https://portal.platform.quix.ai/pipeline?workspace=demo-computervisiondemo-prod&token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Ik1qVTBRVE01TmtJNVJqSTNOVEpFUlVSRFF6WXdRVFF4TjBSRk56SkNNekpFUWpBNFFqazBSUSJ9.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.Ndm0K2iNHPxDq1ohF-yb-6LzIqx_UY8Ptcq0kAwSNye12S3deX_eDkC4XqZqW2NoSLd3GsmWV9PZGetGGp2IlqshQFZtUMp6WP6hq917ZC1i8JFx93PAbY7NT_88nFDovVlaRcoTpWvI-03KbryLkAoB28c6qb3EFwjCWFBuy_yA4yjQ8uF0-AZ0R9Qi4IBaekXWqcgO0a91gVRg0oA_hnzJFoR-EnZ2G1ZSxtuVgnyyPuQTMUvzJuUT_IJTLzEB_kejX0pcXRZBIwHP8MWLB4mE5DtIdz4jm8WIA4eZJZ7ZCG4dk-adQwZ2BdkNknV5eEwRgRJL4ybaplkaDlR-dg){target=_blank}
+    [Quickstart :octicons-arrow-right-24:](./platform/quickstart.md)
 
-- __Sentiment analysis demo__
+- __Quix Tour 🌎__
 
     ---
 
-    See a sentiment analysis live demo!
+    Build a complete event streaming application in under 30 minutes.
 
-    [:octicons-arrow-right-24: Sentiment analysis demo](https://sentimentdemoui-demo-chatappdemo-prod.deployments.quix.ai/chat){target=_blank}
+    [Quix Tour :octicons-arrow-right-24:](./platform/quixtour/overview.md)
 
-- __Sentiment analysis pipeline__
-
-    ---
-
-    See a sentiment analysis pipeline running!
-
-    [:octicons-arrow-right-24: Sentiment analysis pipeline](https://portal.platform.quix.ai/pipeline?workspace=demo-chatappdemo-prod&token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Ik1qVTBRVE01TmtJNVJqSTNOVEpFUlVSRFF6WXdRVFF4TjBSRk56SkNNekpFUWpBNFFqazBSUSJ9.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.Ndm0K2iNHPxDq1ohF-yb-6LzIqx_UY8Ptcq0kAwSNye12S3deX_eDkC4XqZqW2NoSLd3GsmWV9PZGetGGp2IlqshQFZtUMp6WP6hq917ZC1i8JFx93PAbY7NT_88nFDovVlaRcoTpWvI-03KbryLkAoB28c6qb3EFwjCWFBuy_yA4yjQ8uF0-AZ0R9Qi4IBaekXWqcgO0a91gVRg0oA_hnzJFoR-EnZ2G1ZSxtuVgnyyPuQTMUvzJuUT_IJTLzEB_kejX0pcXRZBIwHP8MWLB4mE5DtIdz4jm8WIA4eZJZ7ZCG4dk-adQwZ2BdkNknV5eEwRgRJL4ybaplkaDlR-dg){target=_blank}
-
-</div>
-
-
-## Tutorials
-
-By following these tutorials, you can learn how to build data-driven apps, and integrate Quix with external systems.
-
-<div class="grid cards" markdown>
-
--   __Data Science__
+- __Get started with a project template__
 
     ---
 
-    Deploy a real-time **data science** application into a scalable self-maintained solution.
+    Deploy a real-time computer vision application fast, using a project template.
 
-    [:octicons-arrow-right-24: Data Science](./platform/tutorials/data-science/index.md)    
-
--   __Image Processing__
-
-    ---
-
-    Deploy a real-time image processing pipeline using ML and London's 'Jam Cams'.
-
-    [:octicons-arrow-right-24: Image Processing](./platform/tutorials/image-processing/index.md)
+    [Computer vision :octicons-arrow-right-24:](./platform/tutorials/computer-vision/index.md)
 
 </div>
 
-## Core resources
-
-Read more about the Quix Streams Client Library and APIs.
-
-<div class="grid cards" markdown>
-
--  __Connect to Quix - Client Library__
-
-    ---
-
-    Discover how to connect Quix and your application using Quix Streams.
-
-    [:octicons-arrow-right-24: Learn more](./client-library/connect.md)
-
--   __Publish data - Client Library__
-
-    ---
-
-    Read how to publish real-time data to Kafka topics using Quix Streams.
-
-    [:octicons-arrow-right-24: Learn more](./client-library/publish.html)
-
--   __Subscribe to data - Client Library__
-
-    ---
-
-    Learn how to subscribe to real-time data in your application using Quix Streams.
-
-    [:octicons-arrow-right-24: Learn more](./client-library/subscribe.html)
-
--   __Streaming Writer API__
-
-    ---
-
-    Stream data to Quix Kafka topics via HTTP with this API.
-
-    [:octicons-arrow-right-24: Learn more](./apis/streaming-writer-api/index.md)
-
--   __Streaming Reader API__
-
-    ---
-
-    Work with this API to receive live data in your Web applications from Quix Kafka topics via Websockets.
-
-    [:octicons-arrow-right-24: Learn more](./apis/streaming-reader-api/index.md)
-
--   __Portal API__
+## Build an application
 
-    ---
-
-    Automate creation and management of your project and pipeline.
-
-    [:octicons-arrow-right-24: Learn more](./apis/portal-api/index.md)
-
-- __What is Quix?__
-
-    ---
-
-    New to Quix? Find out more!
-
-    [:octicons-arrow-right-24: What is Quix?](./platform/what-is-quix.md)
-
-- __Glossary__
-
-    ---
-
-    List of Quix terms.
-
-    [:octicons-arrow-right-24: Glossary](./platform/glossary.md)
+Jump into one of our guides on how to build an event streaming application.
 
-- __Ingest data__
+### Get your data into Quix
 
-    ---
 
-    Read about some of the many ways you can get your data into Quix.
+Read about some of the many ways you can get your data into Quix, depending on your use case.
 
-    [:octicons-arrow-right-24: Ingest data](./platform/ingest-data.md)
+[Ingest data :octicons-arrow-right-24:](./platform/ingest-data.md)
 
--   __Help__
+### Build with our client library, Quix Streams
 
-    ---
-
-    If you need any help, please sign up to the [Quix community forum](https://forum.quix.io/){target=_blank}.
-
-    [:octicons-arrow-right-24: Join the Quix community forum](https://forum.quix.io/){target=_blank}
-
-</div>
-
-## Documentation changelog
-
-<div class="grid cards" markdown>
+Discover how to connect to Quix and build your event streaming applications fast, in Python, using Quix Streams.
 
--   __Changelog__
+[Develop fast in Python :octicons-arrow-right-24:](./client-library/connect.md)
 
-    ---
+### Connect to Quix using ready-made connectors
 
-    The documentation changelog can be found in the [documentation repository Wiki](https://github.com/quixio/quix-docs/wiki/Docs-Releases).
+Discover how to connect your apps and services to Quix using our large selection of ready-to-go connectors.
 
-    This is in addition to general product changes which are summarized in the [changes documentation](./platform/changes.md).
+[See our connectors :octicons-arrow-right-24:](./platform/connectors/index.md)
 
-</div>
+### Help
 
-## Secret tip ㊙️
+If you need any help, please sign up to the Quix community forum, and chat with friendly developers.
 
-<div class="grid cards" markdown>
-
--   __Hotkeys__
-
-    ---
-
-    Our docs support hotkeys. Press ++slash++, ++s++, or ++f++ to activate search, ++p++ or ++comma++ to go to the previous page, ++n++ or ++period++ to go to the next page.
-
-</div>
-
-## Contribute
-
-<div class="grid cards" markdown>
-
--   __Contribute__
-
-    ---
-
-    We welcome contributions to the docs.
-
-    [:octicons-arrow-right-24: Contribution guide](https://github.com/quixio/quix-docs/blob/dev/CONTRIBUTING.md){target=_blank}
-
-</div>
+[Join the Quix community forum :octicons-arrow-right-24:](https://forum.quix.io/){target=_blank}
diff --git a/docs/platform/changes.md b/docs/platform/changes.md
@@ -2,6 +2,10 @@
 
 The Quix Platform has recently undergone some substantial changes. These changes introduce some new terminology, and may also impact the way you currently work. This page provides an overview of the main changes.
 
+!!! tip
+
+    The documentation changelog can be found in the [documentation repository Wiki](https://github.com/quixio/quix-docs/wiki/Docs-Releases).
+
 ## Main features of the update
 
 Quix now supports the ability to: 

diff --git a/docs/platform/ingest-data.md b/docs/platform/ingest-data.md
@@ -348,7 +348,7 @@ Code that could read mouse cursor position from a Quix stream is as follows:
 
 This code uses the Reader API to read data from a Quix stream.
 
-The Quix documentation explains how to obtain your [Quix environment ID](../platform/how-to/get-environment-id.md), [PAT token](../platform/how-to/personal-access-token-pat.md) for authentication, and also how to [set up SignalR](../apis/streaming-reader-api/signalr.md). 
+The Quix documentation explains how to obtain your [Quix environment ID](../platform/how-to/get-environment-id.md), [PAT token](../platform/how-to/personal-access-token-pat.md) for authentication, and also how to [set up SignalR](../apis/signalr.md). 
 
 ## Push data using Quix Streams
 

diff --git a/docs/platform/quickstart.md b/docs/platform/quickstart.md
@@ -222,6 +222,12 @@ That concludes the Quickstart! In this Quickstart you've learned the following:
 * How to publish data into a Quix topic from the command line using Quix Streams.
 * How to view real-time data in a topic using the Quix Data Explorer.
 
+## Secret tip 🕵️‍♀️
+
+!!! tip
+
+    Our docs support hotkeys. Press ++slash++, ++s++, or ++f++ to activate search, ++p++ or ++comma++ to go to the previous page, ++n++ or ++period++ to go to the next page.
+
 ## Next steps
 
 Try the [Quix Tour](../platform/quixtour/overview.md) and build out a complete CPU overload detection pipeline.
diff --git a/...tutorials/image-processing/add-service.md → .../tutorials/computer-vision/add-service.md b/...tutorials/image-processing/add-service.md → .../tutorials/computer-vision/add-service.md
diff --git a/...tutorials/image-processing/get-project.md → .../tutorials/computer-vision/get-project.md b/...tutorials/image-processing/get-project.md → .../tutorials/computer-vision/get-project.md
@@ -1,12 +1,12 @@
 # Get the project
 
-While you can try out the live demo, or experiment using the ungated product experience, it can be useful to learn how to get a project up and running in Quix. 
+While you can see the [deployed project running in Quix](https://portal.platform.quix.ai/pipeline?workspace=demo-computervisiondemo-prod&token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Ik1qVTBRVE01TmtJNVJqSTNOVEpFUlVSRFF6WXdRVFF4TjBSRk56SkNNekpFUWpBNFFqazBSUSJ9.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.Ndm0K2iNHPxDq1ohF-yb-6LzIqx_UY8Ptcq0kAwSNye12S3deX_eDkC4XqZqW2NoSLd3GsmWV9PZGetGGp2IlqshQFZtUMp6WP6hq917ZC1i8JFx93PAbY7NT_88nFDovVlaRcoTpWvI-03KbryLkAoB28c6qb3EFwjCWFBuy_yA4yjQ8uF0-AZ0R9Qi4IBaekXWqcgO0a91gVRg0oA_hnzJFoR-EnZ2G1ZSxtuVgnyyPuQTMUvzJuUT_IJTLzEB_kejX0pcXRZBIwHP8MWLB4mE5DtIdz4jm8WIA4eZJZ7ZCG4dk-adQwZ2BdkNknV5eEwRgRJL4ybaplkaDlR-dg){target=_blank}, it can be useful to learn how to get a project up and running in Quix. 
 
 Once you have the project running in your Quix account, you can modify the project as required, and save your changes to your forked copy of the project. With a forked copy of the repository, you can also receive upstream bug fixes and improvements if you want to, by syncing the fork with the upstream repository. 
 
 In the following sections you learn how to:
 
-1. Fork an existing project repository, in this case the image processing template project.
+1. Fork an existing project repository, in this case the computer vision template project.
 2. Create a new project (and environment) in Quix linked to your forked repository.
 
 In later parts of the tutorial you explore the project pipeline using the Quix data explorer and other tools, viewing code, examining data structures, and getting a practical feel for the Quix Portal.
@@ -23,7 +23,7 @@ The key ideas on this page:
 
 ## Fork the project repository
 
-Quix provides the image processing template project as a [public GitHub repository](https://github.com/quixio/computer-vision-demo){target="_blank"}. If you want to use this template as a starting point for your own project, then the best way to accomplish this is to fork the project. Using fork enables you to create a complete copy of the project, but also benefit from future bug fixes and improvements by using the upstream changes.
+Quix provides the computer vision template project as a [public GitHub repository](https://github.com/quixio/computer-vision-demo){target="_blank"}. If you want to use this template as a starting point for your own project, then the best way to accomplish this is to fork the project. Using fork enables you to create a complete copy of the project, but also benefit from future bug fixes and improvements by using the upstream changes.
 
 To fork the repository:
 

diff --git a/...image-processing/images/cars-waveform.png → .../computer-vision/images/cars-waveform.png b/...image-processing/images/cars-waveform.png → .../computer-vision/images/cars-waveform.png
diff --git a/...ge-processing/images/detected-objects.png → ...mputer-vision/images/detected-objects.png b/...ge-processing/images/detected-objects.png → ...mputer-vision/images/detected-objects.png
diff --git a/...mage-processing/images/develop-behind.png → ...computer-vision/images/develop-behind.png b/...mage-processing/images/develop-behind.png → ...computer-vision/images/develop-behind.png
diff --git a/...-processing/images/edit-env-variables.png → ...uter-vision/images/edit-env-variables.png b/...-processing/images/edit-env-variables.png → ...uter-vision/images/edit-env-variables.png
diff --git a/...image-processing/images/external-link.png → .../computer-vision/images/external-link.png b/...image-processing/images/external-link.png → .../computer-vision/images/external-link.png
diff --git a/...rocessing/images/merge-request-dialog.png → ...er-vision/images/merge-request-dialog.png b/...rocessing/images/merge-request-dialog.png → ...er-vision/images/merge-request-dialog.png
diff --git a/...-processing/images/merge-request-menu.png → ...uter-vision/images/merge-request-menu.png b/...-processing/images/merge-request-menu.png → ...uter-vision/images/merge-request-menu.png
diff --git a/...ls/image-processing/images/new-branch.png → ...als/computer-vision/images/new-branch.png b/...ls/image-processing/images/new-branch.png → ...als/computer-vision/images/new-branch.png
diff --git a/...age-processing/images/new-environment.png → ...omputer-vision/images/new-environment.png b/...age-processing/images/new-environment.png → ...omputer-vision/images/new-environment.png
diff --git a/...ocessing/images/object-detection-code.png → ...r-vision/images/object-detection-code.png b/...ocessing/images/object-detection-code.png → ...r-vision/images/object-detection-code.png
diff --git a/...ocessing/images/object-detection-logs.png → ...r-vision/images/object-detection-logs.png b/...ocessing/images/object-detection-logs.png → ...r-vision/images/object-detection-logs.png
diff --git a/...ges/object-detection-pipeline-segment.png → ...ges/object-detection-pipeline-segment.png b/...ges/object-detection-pipeline-segment.png → ...ges/object-detection-pipeline-segment.png
diff --git a/...mages/other-services-pipeline-segment.png → ...mages/other-services-pipeline-segment.png b/...mages/other-services-pipeline-segment.png → ...mages/other-services-pipeline-segment.png
diff --git a/...processing/images/pipeline-overview-1.png → ...ter-vision/images/pipeline-overview-1.png b/...processing/images/pipeline-overview-1.png → ...ter-vision/images/pipeline-overview-1.png
diff --git a/...processing/images/pipeline-overview-2.png → ...ter-vision/images/pipeline-overview-2.png b/...processing/images/pipeline-overview-2.png → ...ter-vision/images/pipeline-overview-2.png
diff --git a/...-processing/images/pr-add-description.png → ...uter-vision/images/pr-add-description.png b/...-processing/images/pr-add-description.png → ...uter-vision/images/pr-add-description.png
diff --git a/...ge-processing/images/protected-branch.png → ...mputer-vision/images/protected-branch.png b/...ge-processing/images/protected-branch.png → ...mputer-vision/images/protected-branch.png
diff --git a/...processing/images/pull-request-github.png → ...ter-vision/images/pull-request-github.png b/...processing/images/pull-request-github.png → ...ter-vision/images/pull-request-github.png
diff --git a/...image-processing/images/road-capacity.png → .../computer-vision/images/road-capacity.png b/...image-processing/images/road-capacity.png → .../computer-vision/images/road-capacity.png
diff --git a/...ge-processing/images/squash-and-merge.png → ...mputer-vision/images/squash-and-merge.png b/...ge-processing/images/squash-and-merge.png → ...mputer-vision/images/squash-and-merge.png
diff --git a/...ge-processing/images/sync-environment.png → ...mputer-vision/images/sync-environment.png b/...ge-processing/images/sync-environment.png → ...mputer-vision/images/sync-environment.png
diff --git a/...tutorials/image-processing/images/tag.png → .../tutorials/computer-vision/images/tag.png b/...tutorials/image-processing/images/tag.png → .../tutorials/computer-vision/images/tag.png
diff --git a/...g/images/tfl-camera-feed-message-view.png → ...n/images/tfl-camera-feed-message-view.png b/...g/images/tfl-camera-feed-message-view.png → ...n/images/tfl-camera-feed-message-view.png
diff --git a/...ages/tfl-camera-feed-pipeline-segment.png → ...ages/tfl-camera-feed-pipeline-segment.png b/...ages/tfl-camera-feed-pipeline-segment.png → ...ages/tfl-camera-feed-pipeline-segment.png
diff --git a/...rocessing/images/tfl-camera-feed-tile.png → ...er-vision/images/tfl-camera-feed-tile.png b/...rocessing/images/tfl-camera-feed-tile.png → ...er-vision/images/tfl-camera-feed-tile.png
diff --git a/...age-processing/images/tfl-credentials.png → ...omputer-vision/images/tfl-credentials.png b/...age-processing/images/tfl-credentials.png → ...omputer-vision/images/tfl-credentials.png
diff --git a/...es/tfl-frame-grabber-pipeline-segment.png → ...es/tfl-frame-grabber-pipeline-segment.png b/...es/tfl-frame-grabber-pipeline-segment.png → ...es/tfl-frame-grabber-pipeline-segment.png
diff --git a/...cessing/images/tfl-frame-grabber-tile.png → ...-vision/images/tfl-frame-grabber-tile.png b/...cessing/images/tfl-frame-grabber-tile.png → ...-vision/images/tfl-frame-grabber-tile.png
diff --git a/...image-processing/images/ui-public-url.png → .../computer-vision/images/ui-public-url.png b/...image-processing/images/ui-public-url.png → .../computer-vision/images/ui-public-url.png
diff --git a/...essing/images/web-ui-pipeline-segment.png → ...vision/images/web-ui-pipeline-segment.png b/...essing/images/web-ui-pipeline-segment.png → ...vision/images/web-ui-pipeline-segment.png
diff --git a/...orials/image-processing/images/web-ui.png → ...torials/computer-vision/images/web-ui.png b/...orials/image-processing/images/web-ui.png → ...torials/computer-vision/images/web-ui.png
diff --git a/...e-processing/images/webcam-public-url.png → ...puter-vision/images/webcam-public-url.png b/...e-processing/images/webcam-public-url.png → ...puter-vision/images/webcam-public-url.png
diff --git a/...tform/tutorials/image-processing/index.md → ...atform/tutorials/computer-vision/index.md b/...tform/tutorials/image-processing/index.md → ...atform/tutorials/computer-vision/index.md
@@ -1,25 +1,18 @@
-# Real-time image processing
+# Computer vision
 
-In this tutorial you learn about a real-time image processing pipeline, using a [Quix template project](https://github.com/quixio/computer-vision-demo){target=_blank}. 
+In this tutorial you learn about a real-time computer vision application, using a [Quix template project](https://github.com/quixio/computer-vision-demo){target=_blank}. 
 
-The pipeline uses the Transport for London (TfL) traffic cameras, known as Jam Cams, as the video input. The [YOLO v8](https://docs.ultralytics.com/) machine learning model is used to identify various objects such as types of vehicles. Additional services count the vehicles and finally the data is displayed on a map which is part of the web UI that has been creatde specially for this project. 
+The project uses the Transport for London (TfL) traffic cameras, known as Jam Cams, as the video input. The [YOLO v8](https://docs.ultralytics.com/) machine learning model is used to identify various objects such as types of vehicles. Additional services count the vehicles and finally the data is displayed on a map which is part of the web UI that has been creatde specially for this project. 
 
-You'll fork the complete project from GitHub, and then create a Quix project from the forked repo, so you have a copy of the full pipeline code running in your Quix account. You then examine the data flow through the pipeline, using tools provided by the Quix Portal.
+You'll fork the complete project from GitHub, and then create a Quix project from the forked repo, so you have a copy of the full application code running in your Quix account. You then examine the data flow through the project's pipeline, using tools provided by the Quix Portal.
 
-## Live demo
+<div>
+<a class="md-button md-button--primary" href="https://app-demo-computervisiondemo-prod.deployments.quix.ai/" target="_blank" style="margin-right:.5rem;">See the deployed project</a>
 
-You can see the project running live on Quix:
-
-<div id="wrap">
-    <iframe id="frame" src="https://app-demo-computervisiondemo-prod.deployments.quix.ai/" title="Live real-time image processing"></iframe>
+<a class="md-button md-button" href="https://portal.platform.quix.ai/pipeline?workspace=demo-computervisiondemo-prod&token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Ik1qVTBRVE01TmtJNVJqSTNOVEpFUlVSRFF6WXdRVFF4TjBSRk56SkNNekpFUWpBNFFqazBSUSJ9.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.Ndm0K2iNHPxDq1ohF-yb-6LzIqx_UY8Ptcq0kAwSNye12S3deX_eDkC4XqZqW2NoSLd3GsmWV9PZGetGGp2IlqshQFZtUMp6WP6hq917ZC1i8JFx93PAbY7NT_88nFDovVlaRcoTpWvI-03KbryLkAoB28c6qb3EFwjCWFBuy_yA4yjQ8uF0-AZ0R9Qi4IBaekXWqcgO0a91gVRg0oA_hnzJFoR-EnZ2G1ZSxtuVgnyyPuQTMUvzJuUT_IJTLzEB_kejX0pcXRZBIwHP8MWLB4mE5DtIdz4jm8WIA4eZJZ7ZCG4dk-adQwZ2BdkNknV5eEwRgRJL4ybaplkaDlR-dg" target="_blank" style="margin-right:.5rem;">See the project running in Quix</a>
+<br/>
 </div>
 
-You can interact with it here, on this page, or open the page to view it more clearly [here](https://app-demo-computervisiondemo-prod.deployments.quix.ai/){target="_blank"}.
-
-## See the pipeline running
-
-See the [pipeline running](https://portal.platform.quix.ai/pipeline?workspace=demo-computervisiondemo-prod&token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCIsImtpZCI6Ik1qVTBRVE01TmtJNVJqSTNOVEpFUlVSRFF6WXdRVFF4TjBSRk56SkNNekpFUWpBNFFqazBSUSJ9.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.Ndm0K2iNHPxDq1ohF-yb-6LzIqx_UY8Ptcq0kAwSNye12S3deX_eDkC4XqZqW2NoSLd3GsmWV9PZGetGGp2IlqshQFZtUMp6WP6hq917ZC1i8JFx93PAbY7NT_88nFDovVlaRcoTpWvI-03KbryLkAoB28c6qb3EFwjCWFBuy_yA4yjQ8uF0-AZ0R9Qi4IBaekXWqcgO0a91gVRg0oA_hnzJFoR-EnZ2G1ZSxtuVgnyyPuQTMUvzJuUT_IJTLzEB_kejX0pcXRZBIwHP8MWLB4mE5DtIdz4jm8WIA4eZJZ7ZCG4dk-adQwZ2BdkNknV5eEwRgRJL4ybaplkaDlR-dg) without needing to sign up to Quix.
-
 ## Technologies used
 
 Some of the technologies used by this template project are listed here.

diff --git a/...ials/image-processing/object-detection.md → ...rials/computer-vision/object-detection.md b/...ials/image-processing/object-detection.md → ...rials/computer-vision/object-detection.md
diff --git a/...orials/image-processing/other-services.md → ...torials/computer-vision/other-services.md b/...orials/image-processing/other-services.md → ...torials/computer-vision/other-services.md