diff --git a/README.md b/README.md
index b6bf2ee46250c2d47de504e7d215a8e8bc9f4657..c60a3d7836b1be9b3320f37128a293fceda5b655 100644
--- a/README.md
+++ b/README.md
@@ -30,27 +30,24 @@ All folders are isolated projects. `cd` into the folder to run/build them.
 *Some Project Access Tokens are available and will be provided to members.*
 
 ## Local development
-### jobs
+### jobs and tasks
 
-Jobs are run inside of docker containers. There is a docker build script (`Dockerfile`) and can be run in `dev` mode via `docker run`. Please be aware it can take a while to build the initial image.
+Jobs and tasks are run inside of docker containers. There is a docker build script (`Dockerfile`) and can be run in `dev` mode via `docker run`. Please be aware it can take a while to build the initial image. At root directory, to build the image run:
 
-    cd jobs
     bash build/build_image.sh
 
-The image is built now and ready to be used! The tests in the Docker container built from the image can be sanity-checked via (test implementation without minio-s3-parameter transport):
+The image is built now and ready to be used! The tests in the Docker container built from the image can be sanity-checked via :
 
-    docker run -it --rm git.imp.fu-berlin.de:5000/comp-sci-project/jobs:local python unittests/test_a_job.py
+    docker run -it --rm git.imp.fu-berlin.de:5000/comp-sci-project/jobs-n-tasks:local python jobs/unittests/test_a_job.py
 
-For live experience (meaning you enter the container), run:
-
-    docker run -it --rm git.imp.fu-berlin.de:5000/comp-sci-project/jobs:local /bin/bash
+or for testing a task:
 
-If you change code in `src`, you need to rebuild the image with `bash build/build_image.sh`. The `src` folder can also be mounted in the image, but the assumption is that life is already difficult as it is...
+    docker run -it --rm git.imp.fu-berlin.de:5000/comp-sci-project/jobs-n-tasks:local python tasks/integration-tests/test_a_task.py
 
-### tasks (! Under construction !)
+For live experience (meaning you enter the container), run:
 
-Tasks are python scripts that can spawn jobs which run in docker containers. Before calling a task, make sure you have built the related job-image. 
+    docker run -it --rm git.imp.fu-berlin.de:5000/comp-sci-project/jobs-n-tasks:local /bin/bash
 
-    python -B src/a_task.py local --config=docker.yaml --IN0 demo-inputs/system.json --OUT /tmp/test-a-task
+If you change code in `src`, you need to rebuild the image with `bash build/build_image.sh`. The `src` folder can also be mounted in the image, but the assumption is that life is already difficult as it is...
 
 *Free and open-source software for all souls! Technical support is, unfortunately, only for group members.*
\ No newline at end of file
diff --git a/jobs/build/Dockerfile b/build/Dockerfile
similarity index 91%
rename from jobs/build/Dockerfile
rename to build/Dockerfile
index efb80ba33e21e5f4b8378c484894010c009b7045..f8b0b93706ff6b3bf8849edc6d0ce644a8cf04ec 100644
--- a/jobs/build/Dockerfile
+++ b/build/Dockerfile
@@ -51,10 +51,10 @@ RUN curl -sSL https://install.python-poetry.org | python -
 # ------------------------------------------------------------
 
 WORKDIR /usr/src/app
-ADD pyproject.toml .
+ADD build/pyproject.toml .
 
-ADD src ./src
-ADD unittests ./unittests
+ADD tasks/ ./tasks
+ADD jobs/ ./jobs
 
 RUN poetry install --only main --compile -vv
 
@@ -81,7 +81,9 @@ COPY --from=packaging /usr/src/app /usr/src/app
 WORKDIR /usr/src/app
 
 ENV PATH="/usr/src/app/.venv/bin:$PATH"
-# Add the src directory to PYTHONPATH
-ENV PYTHONPATH="/usr/src/app/src:${PYTHONPATH}"
+# Add the src directories to PYTHONPATH
+ENV PYTHONPATH="/usr/src/app/jobs/src:${PYTHONPATH}"
+ENV PYTHONPATH="/usr/src/app/tasks/src:${PYTHONPATH}"
+
 
 CMD ["python"]
diff --git a/jobs/build/build-image.sh b/build/build-image.sh
similarity index 68%
rename from jobs/build/build-image.sh
rename to build/build-image.sh
index 63e02b332c8e481aba3b68980dd241ea80b0eeba..db8fbbbdc2c78e290c586204d16aeb84bd9bf7cb 100644
--- a/jobs/build/build-image.sh
+++ b/build/build-image.sh
@@ -4,7 +4,9 @@ set -e
 CWD=$(cd $(dirname $0); pwd)
 
 REGISTRY=git.imp.fu-berlin.de:5000/comp-sci-project
-IMAGE=${REGISTRY}/jobs:${RELEASE:-local}
+# REGISTRY=git.imp.fu-berlin.de:5000/nguyed99/comp-sci-project
+
+IMAGE=${REGISTRY}/jobs-n-tasks:${RELEASE:-local}
 BASE_VERSION="3.11.5-slim"
 
 echo Building $IMAGE
@@ -15,4 +17,6 @@ docker build \
     --platform linux/amd64 \
     --build-arg BASE_VERSION=$BASE_VERSION \
     -t $IMAGE \
-    "$CWD/.."
\ No newline at end of file
+    "$CWD/.."
+
+# docker push $IMAGE
\ No newline at end of file
diff --git a/jobs/pyproject.toml b/build/pyproject.toml
similarity index 100%
rename from jobs/pyproject.toml
rename to build/pyproject.toml
diff --git a/docker-compose.yaml b/docker-compose.yaml
deleted file mode 100644
index 5d6a5422810efdeeaa55244f6b1f1c1800c0d9ab..0000000000000000000000000000000000000000
--- a/docker-compose.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-version: '3.4'
-services:
-  minio:
-    image: minio/minio
-    container_name: minio-s3
-    environment:
-      MINIO_ROOT_USER: minioadmin
-      MINIO_ROOT_PASSWORD: minioadmin
-    ports:
-      - '9000:9000'
-      - '9001:9001'
-    command: server /data --console-address ":9001"
-    volumes:
-      - minio_data:/data
-
-# let docker handle persistence of the data directory
-volumes:
-  minio_data: {}
\ No newline at end of file
diff --git a/jobs/unittests/test_a_job.py b/jobs/unittests/test_a_job.py
index 83b0b3b721a5dab962750c50b44fe82a86275cf6..6a846e882edf2cc455fbedbda90b3fbf0f3c72d5 100644
--- a/jobs/unittests/test_a_job.py
+++ b/jobs/unittests/test_a_job.py
@@ -3,7 +3,7 @@ import unittest
 
 import numpy as np
 
-from src.a_job import sigma_x, sigma_y, sigma_z
+from jobs.src.a_job import sigma_x, sigma_y, sigma_z
 
 logger = logging.getLogger(__name__)
 logging.basicConfig(level=logging.INFO)
diff --git a/tasks/docker.yaml b/tasks/docker.yaml
deleted file mode 100644
index 63076dceffda35fd549e8dae323130184db0e57e..0000000000000000000000000000000000000000
--- a/tasks/docker.yaml
+++ /dev/null
@@ -1,31 +0,0 @@
-backend:
-  name: docker-dev
-  kind: docker
-  release: local
-  transport:
-    name: minio
-    kind: s3
-    url: s3+http://minioadmin:minioadmin@127.0.0.1:9000/test
-    remoteUrl: s3+http://minioadmin:minioadmin@127.0.0.1:9000/test
-  imageSpecs:
-    "git.imp.fu-berlin.de:5000/comp-sci-project:local":
-      network_mode: host
-      volumes:
-        ../jobs/src:
-          bind: /usr/src/app/src
-          mode: ro
-  defaultSpecs:
-    network_mode: host
-    maxCpu: 4
-
-plugins:
-  - kind: logging
-  - kind: resources
-  - kind: metrics
-    name: honeycomb
-    host: https://api.honeycomb.io
-    apiKey: 1X7YfLO8iH3zevALRjxL5F
-    dataset: honeycomb-python-example
-  - kind: storage
-
-numJobs: 3
diff --git a/tasks/integration-tests/test_a_task.py b/tasks/integration-tests/test_a_task.py
index 93c36b9915a1fb8a3d677b4c80101c326753adcf..8ca451b012d308299d7bc9142beb4ad953f3b2a8 100644
--- a/tasks/integration-tests/test_a_task.py
+++ b/tasks/integration-tests/test_a_task.py
@@ -3,7 +3,7 @@ import unittest
 
 import numpy as np
 
-from src.a_task import swap_gate
+from tasks.src.a_task import swap_gate
 
 logger = logging.getLogger(__name__)
 logging.basicConfig(level=logging.INFO)
diff --git a/tasks/src/a_task.py b/tasks/src/a_task.py
index 7a53867f8638f139220c922834d9baa02a370b0f..244563fa452065c69a382c385525976b79b13391 100644
--- a/tasks/src/a_task.py
+++ b/tasks/src/a_task.py
@@ -11,6 +11,6 @@ from jobs.src.a_job import sigma_x, sigma_y, sigma_z
 
 def swap_gate() -> np.ndarray:
 
-    swap_matrix = (np.kron(np.identity(2), np.identity(2)) + np.kron(sigma_x(), sigma_x()) +
-                   np.kron(sigma_y(), sigma_y()) + np.kron(sigma_z(), sigma_z()))
+    swap_matrix = 1 / 2 * (np.kron(np.identity(2), np.identity(2)) + np.kron(sigma_x(), sigma_x()) +
+                           np.kron(sigma_y(), sigma_y()) + np.kron(sigma_z(), sigma_z()))
     return swap_matrix