diff --git a/.gitignore b/.gitignore
index 4c481b13..f2818ed7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,3 +10,4 @@ cmd/manager/img
 dist/
 results.zip
 *.spec
+*.tar
diff --git a/test/manual/algo/Dockerfile b/test/manual/algo/Dockerfile
new file mode 100644
index 00000000..c46f74a9
--- /dev/null
+++ b/test/manual/algo/Dockerfile
@@ -0,0 +1,15 @@
+FROM python:3.9-slim
+
+# set the working directory in the container
+WORKDIR /cocos
+RUN mkdir /cocos/results
+RUN mkdir /cocos/datasets
+
+COPY ./requirements.txt /cocos/requirements.txt
+COPY ./lin_reg.py /cocos/lin_reg.py
+
+# install dependencies
+RUN pip install -r requirements.txt
+
+# command to be run when the docker container is started
+CMD ["python3", "/cocos/lin_reg.py"]
diff --git a/test/manual/algo/README.md b/test/manual/algo/README.md
index e416556f..8534d413 100644
--- a/test/manual/algo/README.md
+++ b/test/manual/algo/README.md
@@ -49,7 +49,17 @@ This command is run from the root directory of the project. This will start the
 In another window, you can run the following command:
 
 ```bash
-sudo MANAGER_QEMU_SMP_MAXCPUS=4 MANAGER_GRPC_URL=localhost:7001 MANAGER_LOG_LEVEL=debug MANAGER_QEMU_USE_SUDO=false  MANAGER_QEMU_ENABLE_SEV=false MANAGER_QEMU_SEV_CBITPOS=51 MANAGER_QEMU_ENABLE_SEV_SNP=false MANAGER_QEMU_OVMF_CODE_FILE=/usr/share/edk2/x64/OVMF_CODE.fd MANAGER_QEMU_OVMF_VARS_FILE=/usr/share/edk2/x64/OVMF_VARS.fd go run main.go
+sudo \
+MANAGER_QEMU_SMP_MAXCPUS=4 \
+MANAGER_GRPC_URL=localhost:7001 \
+MANAGER_LOG_LEVEL=debug \
+MANAGER_QEMU_USE_SUDO=false \
+MANAGER_QEMU_ENABLE_SEV=false \
+MANAGER_QEMU_SEV_CBITPOS=51 \
+MANAGER_QEMU_ENABLE_SEV_SNP=false \
+MANAGER_QEMU_OVMF_CODE_FILE=/usr/share/edk2/x64/OVMF_CODE.fd \
+MANAGER_QEMU_OVMF_VARS_FILE=/usr/share/edk2/x64/OVMF_VARS.fd \
+go run main.go
 ```
 
 This command is run from the [manager main directory](../../../cmd/manager/). This will start the manager. Make sure you have already built the [qemu image](../../../hal/linux/README.md).
@@ -99,6 +109,7 @@ For addition example, you can use the following command:
 ## Docker Example
 
 Here we will use the docker with the linear regression example (`lin_reg.py`). Throughout the example, we assume that our current working directory is the directory in which the `cocos` repository is cloned. For example:
+
 ```bash
 # ls
 cocos
@@ -106,36 +117,34 @@ cocos
 
 The docker image must have a `cocos` directory containing the `datasets` and `results` directories. The Agent will run this image inside the SVM and will mount the datasets and results onto the `/cocos/datasets` and `/cocos/results` directories inside the image. The docker image must also contain the command that will be run when the docker container is run.
 
-The first step is to create a docker file. Use your favorite editor to create a file named `Dockerfile` in the current working directory and write in it the following code:
+Run the build command and then save the docker image as a `tar` file.
 
 ```bash
-FROM python:3.9-slim
-
-# set the working directory in the container
-WORKDIR /cocos
-RUN mkdir /cocos/results
-RUN mkdir /cocos/datasets 
-
-COPY ./cocos/test/manual/algo/requirements.txt /cocos/requirements.txt
-COPY ./cocos/test/manual/algo/lin_reg.py /cocos/lin_reg.py
-
-# install dependencies
-RUN pip install -r requirements.txt
-
-# command to be run when the docker container is started
-CMD ["python3", "/cocos/lin_reg.py"]
+cd test/manual/algo/
+docker build -t linreg .
+docker save linreg > linreg.tar
 ```
 
-Next, run the build command and then save the docker image as a `tar` file.
+To run the examples in the secure VM (SVM) by the Agent, you can use the following command in cocos root directory `/cocos`:
+
 ```bash
-docker build -t linreg .
-docker save linreg > linreg.tar
+go run ./test/computations/main.go ./test/manual/algo/linreg.tar public.pem false ./test/manual/data/iris.csv
 ```
 
-In another window, you can run the following command:
+In another window, you can run the following command in the `cmd/manager` directory:
 
 ```bash
-sudo MANAGER_QEMU_SMP_MAXCPUS=4 MANAGER_GRPC_URL=localhost:7001 MANAGER_LOG_LEVEL=debug MANAGER_QEMU_USE_SUDO=false  MANAGER_QEMU_ENABLE_SEV=false MANAGER_QEMU_SEV_CBITPOS=51 MANAGER_QEMU_ENABLE_SEV_SNP=false MANAGER_QEMU_OVMF_CODE_FILE=/usr/share/edk2/x64/OVMF_CODE.fd MANAGER_QEMU_OVMF_VARS_FILE=/usr/share/edk2/x64/OVMF_VARS.fd go run main.go
+sudo \
+MANAGER_QEMU_SMP_MAXCPUS=4 \
+MANAGER_GRPC_URL=localhost:7001 \
+MANAGER_LOG_LEVEL=debug \
+MANAGER_QEMU_USE_SUDO=false  \
+MANAGER_QEMU_ENABLE_SEV=false \
+MANAGER_QEMU_SEV_CBITPOS=51 \
+MANAGER_QEMU_ENABLE_SEV_SNP=false \
+MANAGER_QEMU_OVMF_CODE_FILE=/usr/share/edk2/x64/OVMF_CODE.fd \
+MANAGER_QEMU_OVMF_VARS_FILE=/usr/share/edk2/x64/OVMF_VARS.fd \
+go run main.go
 ```
 
 This command is run from the [manager main directory](../../../cmd/manager/). This will start the manager. Make sure you have already built the [qemu image](../../../hal/linux/README.md).
@@ -143,7 +152,7 @@ This command is run from the [manager main directory](../../../cmd/manager/). Th
 In another window, specify what kind of algorithm you want the Agent to run (docker):
 
 ```bash
-./cocos/build/cocos-cli algo ./linreg.tar ./cocos/private.pem -a docker
+./cocos/build/cocos-cli algo ./test/manual/algo/linreg.tar ./cocos/private.pem -a docker
 ```
 
 make sure you have built the cocos-cli. This will upload the docker image.
@@ -151,21 +160,27 @@ make sure you have built the cocos-cli. This will upload the docker image.
 Next we need to upload the dataset
 
 ```bash
-./cocos/build/cocos-cli data ./cocos/test/manual/data/iris.csv ./cocos/private.pem
+./cocos/build/cocos-cli data ./test/manual/data/iris.csv ./cocos/private.pem
 ```
 
 After some time when the results are ready, you can run the following command to get the results:
 
 ```bash
-./cocos/build/cocos-cli results ./cocos/private.pem
+./cocos/build/cocos-cli results ./private.pem
 ```
 
 This will return the results of the algorithm.
 
+Unzip the results
+
+```bash
+unzip results.zip -d results
+```
+
 To make inference on the results, you can use the following command:
 
 ```bash
-python3 ./cocos/test/manual/algo/lin_reg.py predict result.zip ./cocos/test/manual/data
+python3 ./test/manual/algo/lin_reg.py predict results/model.bin test/manual/data/
 ```
 
 ## Wasm Example