diff --git a/docs/troubleshooting.html b/docs/troubleshooting.html
index 5c4c117..cecda94 100644
--- a/docs/troubleshooting.html
+++ b/docs/troubleshooting.html
@@ -1397,6 +1397,15 @@
+
+
+
+
+
+ Q: How to configure centralized proxy?
+
+
+
diff --git a/docs_src/troubleshooting.md b/docs_src/troubleshooting.md
index c92f03a..5c464b8 100644
--- a/docs_src/troubleshooting.md
+++ b/docs_src/troubleshooting.md
@@ -58,3 +58,74 @@ Simply add the serial number to the `INPUTSRC` argument when calling the pipelin
```
INPUTSRC=725112060400 make run-demo
```
+
+## Q: How to configure centralized proxy?
+
+A: Please follow the below steps to configure the proxy
+
+# 1. Configure Proxy for the Current Shell Session
+
+```bash
+export http_proxy=http://:
+export https_proxy=http://:
+export HTTP_PROXY=http://:
+export HTTPS_PROXY=http://:
+export NO_PROXY=localhost,127.0.0.1,::1
+export no_proxy=localhost,127.0.0.1,::1
+export socks_proxy=http://:
+export SOCKS_PROXY=http://:
+```
+
+# 2. System-Wide Proxy Configuration
+
+System-wide environment (/etc/environment)
+(Run: sudo nano /etc/environment and add or update)
+
+```bash
+http_proxy=http://:
+https_proxy=http://:
+ftp_proxy=http://:
+socks_proxy=http://:
+no_proxy=localhost,127.0.0.1,::1
+
+HTTP_PROXY=http://:
+HTTPS_PROXY=http://:
+FTP_PROXY=http://:
+SOCKS_PROXY=http://:
+NO_PROXY=localhost,127.0.0.1,::1
+```
+# 3. Docker Daemon & Client Proxy Configuration
+
+Docker daemon drop-in (/etc/systemd/system/docker.service.d/http-proxy.conf)
+Create dir if missing:
+sudo mkdir -p /etc/systemd/system/docker.service.d
+sudo nano /etc/systemd/system/docker.service.d/http-proxy.conf
+
+```bash
+[Service]
+Environment="http_proxy=http://:"
+Environment="https_proxy=http://:"
+Environment="no_proxy=localhost,127.0.0.1,::1"
+Environment="HTTP_PROXY=http://:"
+Environment="HTTPS_PROXY=http://:"
+Environment="NO_PROXY=localhost,127.0.0.1,::1"
+Environment="socks_proxy=http://:"
+Environment="SOCKS_PROXY=http://:"
+
+# Reload & restart:
+sudo systemctl daemon-reload
+sudo systemctl restart docker
+
+# Docker client config (~/.docker/config.json)
+# mkdir -p ~/.docker
+# nano ~/.docker/config.json
+{
+ "proxies": {
+ "default": {
+ "httpProxy": "http://:",
+ "httpsProxy": "http://:",
+ "noProxy": "localhost,127.0.0.1,::1"
+ }
+ }
+}
+```
\ No newline at end of file
diff --git a/docs_src/use-cases/AiCSD/aicsd.md b/docs_src/use-cases/AiCSD/aicsd.md
deleted file mode 100644
index fd80125..0000000
--- a/docs_src/use-cases/AiCSD/aicsd.md
+++ /dev/null
@@ -1,12 +0,0 @@
-# AI Connect for Scientific Data (AiCSD)
-
-This reference implementation is pulled in as a solution for pipeline management
-and distributed image processing. This solution offers an EdgeX based secure,
-two-system setup with microservices for managing data transfer and pipeline processing.
-Visit the solution's [GitHub Pages](https://intel.github.io/AiCSD/index.html) for
-more information.
-
-As an extension to this project, a new service, as-pipeline-grpc-go, allows for
-the processing of simulated camera data using a gRPC call to an OVMS server running
-yolo11n. For information on how the service works and how to get started, visit the
-[GRPC Yolov5s Pipeline](./pipeline-grpc-go.md) page.
\ No newline at end of file
diff --git a/docs_src/use-cases/AiCSD/pipeline-grpc-go.md b/docs_src/use-cases/AiCSD/pipeline-grpc-go.md
deleted file mode 100644
index beb9960..0000000
--- a/docs_src/use-cases/AiCSD/pipeline-grpc-go.md
+++ /dev/null
@@ -1,109 +0,0 @@
-# GRPC Yolov5s Pipeline Service
-
-## Overview
-
-This EdgeX-based application service provides an interface to use gRPC to call
-OVMS to run the input data through a specified model. The service may be set up
-to use different topics to trigger different pipelines and call different models.
-The current implementation makes a call to OVMS running the Yolov5s model.
-
-## Getting Started
-
-1. Clone the Aicsd code as a submodule in the directory retail-use-cases/use-cases
- ```shell
- git submodule add https://github.com/intel/AiCSD
- ```
-
-2. Change directories to retail-use-cases
- ```shell
- cd ..
- ```
-3. Download models and sample media
- ```shell
- make download-models download-sample-media
- ```
-5. Build the OVMS Docker container
- ```shell
- make build-ovms-server
- ```
-
-7. change directories to use-cases/aicsd
- ```shell
- cd use-cases/aicsd
- ```
-8. Build the Pipeline Validator and Pipeline grpc-go services
- ```
- make docker-pipeline-val docker-pipeline-grpc-go
- ```
-9. Modify docker-compose-pipeline-val.yml evnironment variables to have the following settings
- ```shell
- APPLICATIONSETTINGS_PIPELINEHOST: pipeline-grpc-go
- APPLICATIONSETTINGS_PIPELINEPORT: 59790
- ```
-8. Run the pipeline validator and pipeline grpc-go services along with their dependencies
- ```shell
- make run-pipeline-grpc-go
- ```
-9. Verify that the pipeline-grpc-go container has started by checking the log for the message
- ```log
- level=INFO ts=2024-05-30T20:06:58.037173489Z app=app-pipeline-grpc-go source=messaging.go:125 msg="Waiting for messages from the MessageBus on the 'ovms-grpc/yolov5' topic"
- ```
-9. Send a POST request to http://localhost:59788/api/v1/launchPipeline with the following body
- ```json
- {
- "InputFileLocation":"rtsp://camera-simulator:8554/camera_0",
- "PipelineTopic":"ovms-grpc/yolov5",
- "OutputFileFolder":"0.0.0.0:8555"
- }
- ```
-10. Verify that the pipeline-grpc-go container has output in its log. This shows that the pipeline is running.
- ```log
- level=INFO ts=2024-05-30T20:06:58.037173489Z app=app-pipeline-grpc-go source=messaging.go:125 msg="Waiting for messages from the MessageBus on the 'ovms-grpc/yolov5' topic"
- level=INFO ts=2024-05-30T20:08:37.753137304Z app=app-pipeline-grpc-go source=functions.go:265 msg="RunOvmsModel: Processing time: 45 ms; fps: 16.70864819479429\n"
- level=INFO ts=2024-05-30T20:08:37.685039109Z app=app-pipeline-grpc-go source=functions.go:265 msg="RunOvmsModel: Processing time: 37 ms; fps: 16.72014862354332\n"
- level=INFO ts=2024-05-30T20:08:40.689475521Z app=app-pipeline-grpc-go source=functions.go:265 msg="RunOvmsModel: Processing time: 49 ms; fps: 16.368045264717768\n"
- level=INFO ts=2024-05-30T20:08:40.801842876Z app=app-pipeline-grpc-go source=functions.go:265 msg="RunOvmsModel: Processing time: 29 ms; fps: 16.37919507955609\n"
- ```
-11. To stop the data stream from coming in, stop the camera-simulator and camera-simulator0 containers.
-12. Verify that the pipeline-grpc-go container has successfully finished processing by verifying the log says
- ```log
- level=DEBUG ts=2024-05-30T20:10:56.351778319Z app=app-pipeline-grpc-go source=triggermessageprocessor.go:196 msg="trigger successfully processed message 'OVMS Pipeline' in pipeline 64a47e72-3e89-452e-9010-2d64c059c108"
- ```
-13. Verify that the job status from the pipeline validator service making a GET request to http://localhost:59788/api/v1/job which should return an entry as follows
- ```json
- [
- {
- "Id": "0",
- "Owner": "none",
- "InputFile": {
- "Hostname": "gateway",
- "DirName": "rtsp://camera-simulator:8554/",
- "Name": "camera_0",
- "Extension": "",
- "ArchiveName": "",
- "Viewable": "",
- "Attributes": {}
- },
- "PipelineDetails": {
- "TaskId": "de9ee7bd-aacb-4e6a-ac91-a3c3be3b09c3",
- "Status": "PipelineComplete",
- "QCFlags": "passed",
- "OutputFileHost": "",
- "OutputFiles": null,
- "Results": "ovms-server0:9001"
- },
- "LastUpdated": 1717025357138890553,
- "Status": "Complete",
- "ErrorDetails": null,
- "Verification": 0
- }
- ]
- ```
-14. Repeat by restarting the camera-simulator services and sending the POST request to `launchPipeline`.
-
-## Tearing Down
-
-To tear down the services and clean up any data created, run
-```bash
-make down clean-files clean-volumes
-```
diff --git a/docs_src/use-cases/use-cases.md b/docs_src/use-cases/use-cases.md
index ad8eeec..faac3cc 100644
--- a/docs_src/use-cases/use-cases.md
+++ b/docs_src/use-cases/use-cases.md
@@ -1,6 +1,5 @@
# Intel Retail Use Cases
- [Automated Self Checkout](./automated-self-checkout/automated-self-checkout.md)
-- [AI Connect for Scientific Data (AiCSD)](./AiCSD/aicsd.md)
- [Retail Use Cases: C-API for YOLOV8 ensemble](./capi-yolov8-ensemble/capi-yolov8-ensemble.md)
- [Loss Prevention](./loss-prevention/loss-prevention.md)
\ No newline at end of file