diff --git a/.github/workflows/test-cm-script-features.yml b/.github/workflows/test-cm-script-features.yml
index 026c79e74d..a0c9216aa6 100644
--- a/.github/workflows/test-cm-script-features.yml
+++ b/.github/workflows/test-cm-script-features.yml
@@ -29,7 +29,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Script Features
       run: |
diff --git a/.github/workflows/test-cm-scripts.yml b/.github/workflows/test-cm-scripts.yml
index fc00a22f5a..0bf0a066a0 100644
--- a/.github/workflows/test-cm-scripts.yml
+++ b/.github/workflows/test-cm-scripts.yml
@@ -29,7 +29,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Script Automation
       run: |
diff --git a/.github/workflows/test-cm-tutorial-retinanet.yml b/.github/workflows/test-cm-tutorial-retinanet.yml
index 8125920821..325e6357d6 100644
--- a/.github/workflows/test-cm-tutorial-retinanet.yml
+++ b/.github/workflows/test-cm-tutorial-retinanet.yml
@@ -28,7 +28,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial Retinanet
       run: |
diff --git a/.github/workflows/test-cm-tutorial-tvm-pip.yml b/.github/workflows/test-cm-tutorial-tvm-pip.yml
index f4fbbe8215..c5c2301246 100644
--- a/.github/workflows/test-cm-tutorial-tvm-pip.yml
+++ b/.github/workflows/test-cm-tutorial-tvm-pip.yml
@@ -28,7 +28,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM pip install with VirtualMachine Runtime
       run: |
@@ -50,7 +51,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM pip install with GraphExecutor Runtime
       run: |
diff --git a/.github/workflows/test-cm-tutorial-tvm.yml b/.github/workflows/test-cm-tutorial-tvm.yml
index 5a08e3fc5a..1c09c3da8b 100644
--- a/.github/workflows/test-cm-tutorial-tvm.yml
+++ b/.github/workflows/test-cm-tutorial-tvm.yml
@@ -29,7 +29,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test CM Tutorial TVM
       run: |
diff --git a/.github/workflows/test-cm.yml b/.github/workflows/test-cm.yml
index ce3ee706d7..30b2162e2c 100644
--- a/.github/workflows/test-cm.yml
+++ b/.github/workflows/test-cm.yml
@@ -34,7 +34,8 @@ jobs:
         cd cm
         python setup.py install
         python -m cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
     - name: Lint with flake8
       run: |
         # stop the build if there are Python syntax errors or undefined names
@@ -62,7 +63,8 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         python -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
     - name: Test CM
       run: |
         python tests/test_cm.py
diff --git a/.github/workflows/test-image-classification-onnx.yml b/.github/workflows/test-image-classification-onnx.yml
index 62049d1c51..461ec3b44f 100644
--- a/.github/workflows/test-image-classification-onnx.yml
+++ b/.github/workflows/test-image-classification-onnx.yml
@@ -29,7 +29,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test image classification with ONNX
       run: |
diff --git a/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml b/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
index 89760294a6..d4aa0bc8d9 100644
--- a/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
+++ b/.github/workflows/test-mlperf-inference-bert-deepsparse-tf-onnxruntime-pytorch.yml
@@ -37,7 +37,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference Bert (DeepSparse, TF, ONNX, PyTorch)
       run: |
diff --git a/.github/workflows/test-mlperf-inference-gptj.yml b/.github/workflows/test-mlperf-inference-gptj.yml
index ea1a70fa86..c349d7ebaa 100644
--- a/.github/workflows/test-mlperf-inference-gptj.yml
+++ b/.github/workflows/test-mlperf-inference-gptj.yml
@@ -31,7 +31,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference GPTJ
       run: |
diff --git a/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml b/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
index a28e86825f..cb7661e652 100644
--- a/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
+++ b/.github/workflows/test-mlperf-inference-mlcommons-cpp-resnet50.yml
@@ -30,7 +30,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
         cm run script --quiet --tags=install,prebuilt,llvm --version=${{ matrix.llvm-version }}
     - name: Test MLPerf Inference MLCommons C++ ResNet50
diff --git a/.github/workflows/test-mlperf-inference-resnet50.yml b/.github/workflows/test-mlperf-inference-resnet50.yml
index 29b7b3cb59..6f64f6d925 100644
--- a/.github/workflows/test-mlperf-inference-resnet50.yml
+++ b/.github/workflows/test-mlperf-inference-resnet50.yml
@@ -36,7 +36,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference ResNet50
       run: |
diff --git a/.github/workflows/test-mlperf-inference-retinanet.yml b/.github/workflows/test-mlperf-inference-retinanet.yml
index 4846aa2bd1..1952846d2b 100644
--- a/.github/workflows/test-mlperf-inference-retinanet.yml
+++ b/.github/workflows/test-mlperf-inference-retinanet.yml
@@ -34,7 +34,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference Retinanet using ${{ matrix.backend }}
       run: |
diff --git a/.github/workflows/test-mlperf-inference-rnnt.yml b/.github/workflows/test-mlperf-inference-rnnt.yml
index d6c1ae6a2e..f0ec8f19af 100644
--- a/.github/workflows/test-mlperf-inference-rnnt.yml
+++ b/.github/workflows/test-mlperf-inference-rnnt.yml
@@ -31,7 +31,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf Inference RNNT
       run: |
diff --git a/.github/workflows/test-mlperf-inference-tvm.yml b/.github/workflows/test-mlperf-inference-tvm.yml
index 04c624513b..76328db02b 100644
--- a/.github/workflows/test-mlperf-inference-tvm.yml
+++ b/.github/workflows/test-mlperf-inference-tvm.yml
@@ -31,7 +31,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: MLPerf Inference ResNet50 using TVM
       run: |
diff --git a/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml b/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
index a66e40981c..092addfb7e 100644
--- a/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
+++ b/.github/workflows/test-mlperf-loadgen-onnx-huggingface-bert-fp32-squad.yml
@@ -29,7 +29,8 @@ jobs:
     - name: Install dependencies
       run: |
         python3 -m pip install cmind
-        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        # cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }} --checkout=${{ github.event.pull_request.head.ref }}
+        cm pull repo --url=${{ github.event.pull_request.head.repo.html_url }}
         cm run script --quiet --tags=get,sys-utils-cm
     - name: Test MLPerf loadgen with HuggingFace bert onnx fp32 squad model
       run: |
diff --git a/.github/workflows/update-script-dockerfiles.yml b/.github/workflows/update-script-dockerfiles.yml
deleted file mode 100644
index 4c626b137e..0000000000
--- a/.github/workflows/update-script-dockerfiles.yml
+++ /dev/null
@@ -1,41 +0,0 @@
-# This workflow will add/update the default dockerfile for any updated CM scripts
-name: Dockerfile update for CM scripts
-
-on:
-  push:
-    branches: [ "master", "dev" ]
-    paths:
-      - 'cm-mlops/script/**_cm.json'
-
-jobs:
-  dockerfile:
-    if: github.repository == 'mlcommons/ck'
-    runs-on: ubuntu-latest
-    steps:
-    - name: 'Checkout'
-      uses: actions/checkout@v3
-      with:
-        fetch-depth: 0
-    - name: Get changed files
-      id: getfile
-      run: |
-        echo "files=$(git diff --name-only ${{ github.event.before }} | xargs)" >> $GITHUB_OUTPUT
-    - name: Update dockerfile
-      run: |
-        for file in ${{ steps.getfile.outputs.files }}; do
-          echo $file
-        done
-        python3 -m pip install cmind
-        cm pull repo --url=https://github.com/${{ github.repository }} --checkout=${{ github.ref_name }}
-        python3 tests/script/process_dockerfile.py ${{ steps.getfile.outputs.files }}
-
-        FOLDER=`cm find repo mlcommons@ck | cut -d' ' -f3`
-
-        USER=ctuning-admin
-        EMAIL=admin@ctuning.org
-
-        git config --global user.name "$USER"
-        git config --global user.email "$EMAIL"
-        git remote set-url origin https://x-access-token:${{ secrets.ACCESS_TOKEN }}@github.com/${{ github.repository }}
-        git add *.Dockerfile
-        git diff-index --quiet HEAD || (git commit -am "Updated dockerfile" && git push)
diff --git a/.github/workflows/update-script-readme.yml b/.github/workflows/update-script-readme.yml
deleted file mode 100644
index 8e795e4bb2..0000000000
--- a/.github/workflows/update-script-readme.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-# This workflow will add/update the README.md files for any updated CM scripts
-name: Readme update for CM scripts
-
-on:
-  push:
-    branches: [ "master", "dev" ]
-    paths:
-      - 'cm-mlops/script/**_cm.json'
-
-jobs:
-  doreadme:
-    runs-on: ubuntu-latest
-    if: github.repository == 'mlcommons/ck'
-    steps:
-    - name: 'Checkout'
-      uses: actions/checkout@v3
-      with:
-        fetch-depth: 0
-    - name: Get changed files
-      id: getfile
-      run: |
-        echo "files=$(git diff --name-only ${{ github.event.before }} | xargs)" >> $GITHUB_OUTPUT
-    - name: Update readme
-      run: |
-        echo ${{ steps.getfile.outputs.files }}
-        for file in ${{ steps.getfile.outputs.files }}; do
-          echo $file
-        done
-        python3 -m pip install cmind
-        cm pull repo --url=https://github.com/${{ github.repository }} --checkout=${{ github.ref_name }}
-        python3 tests/script/process_readme.py ${{ steps.getfile.outputs.files }}
-        #REPO=${{ github.repository }}
-        #CM_REPO=${REPO/\//@}
-        #FOLDER=`cm find repo ${CM_REPO} | cut -d' ' -f3`
-        FOLDER=`cm find repo mlcommons@ck | cut -d' ' -f3`
-        cd $FOLDER
-        echo "Changed to $FOLDER"
-
-        USER=ctuning-admin
-        EMAIL=admin@ctuning.org
-
-        git config --global user.name "$USER"
-        git config --global user.email "$EMAIL"
-        git remote set-url origin https://x-access-token:${{ secrets.ACCESS_TOKEN }}@github.com/${{ github.repository }}
-        git add *.md
-        git diff-index --quiet HEAD || (git commit -am "Updated docs" && git push && echo "Changes pushed")
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 82f9cc6b3c..508fd0e1ad 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -14,13 +14,11 @@ Modify the project in your own fork and issue a pull request once you want other
 to take a look at what you have done and discuss the proposed changes. 
 Ensure that cla-bot and other checks pass for your Pull requests.
 
-### Contributing to this project
+## CM project coordinator
 
-Please check the [MLCommons TaskForce on Automation and Reproducibility](docs/taskforce.md)
-and join our [Discord server](https://discord.gg/JjWNWXKxwT)
-to learn more about this project.
+* Grigori Fursin (cTuning.org and cKnowledge.org)
 
-### Contributors to the MLCommons Collective Mind project in alphabetical order
+## CM contributors in alphabetical order (suggestions and/or scripts)
 
 * Resmi Arjun
 * Alice Cheng (Nvidia)
diff --git a/COPYRIGHT.txt b/COPYRIGHT.txt
index 5f5fc42eff..80e8c506b8 100644
--- a/COPYRIGHT.txt
+++ b/COPYRIGHT.txt
@@ -1,5 +1,5 @@
 Copyright (c) 2021-2024 MLCommons
 
-cTuning foundation and OctoML donated this project to MLCommons to benefit everyone.
+The cTuning foundation and OctoML donated this project to MLCommons to benefit everyone.
 
 Copyright (c) 2014-2021 cTuning foundation
diff --git a/README.md b/README.md
index d30c93489b..bc0852bffb 100755
--- a/README.md
+++ b/README.md
@@ -15,17 +15,20 @@ across diverse and continuously changing models, data, software and hardware.
 
 CK consists of several ongoing sub-projects:
 
-* [Collective Mind framework (CM)](cm) - a very light-weight Python-based framework with minimal dependencies
+* [Collective Mind framework (CM)](cm) (*~1MB*) - a very light-weight Python-based framework with minimal dependencies
   to help the community implement, share and reuse cross-platform automation recipes to 
   build, benchmark and optimize applications on any platform
-  with any software and hardware. It extends the cmake concept with 
+  with any software and hardware. Very simply, it extends the cmake concept with 
   reusable automation recipes and workflows written in plain Python or native OS scripts,
   accessible via a human readable interface with simple tags,
   and shareable in public and private repositories in a decentralized way.
+  Furthermore, in comparison with cmake, these automation recipes can not only detect missing code 
+  but also download artifacts (models, data sets), preprocess them, build missing 
+  dependencies, install them and run the final code on diverse platforms in a unified and automated way.
   You can read more about the CM concept in this [presentation](https://doi.org/10.5281/zenodo.8105339).
 
 
-  * [CM automation recipes for MLOps and DevOps](cm-mlops) - a collection of portable, extensible and technology-agnostic automation recipes
+  * [CM automation recipes for MLOps and DevOps](cm-mlops) (*~6MB*) - a small collection of portable, extensible and technology-agnostic automation recipes
     with a human-friendly interface (aka CM scripts) to unify and automate all the manual steps required to compose, run, benchmark and optimize complex ML/AI applications 
     on diverse platforms with any software and hardware: see [online catalog](https://access.cknowledge.org/playground/?action=scripts) 
     and [source code](https://github.com/mlcommons/cm4mlops/blob/master/script).
diff --git a/cm-mlops/script/app-loadgen-generic-python/customize.py b/cm-mlops/script/app-loadgen-generic-python/customize.py
index c8810dcd7b..b9b490ceac 100644
--- a/cm-mlops/script/app-loadgen-generic-python/customize.py
+++ b/cm-mlops/script/app-loadgen-generic-python/customize.py
@@ -1,5 +1,7 @@
 # Developer: Grigori Fursin
 
+#
+
 from cmind import utils
 import os
 import shutil
diff --git a/cm/CHANGES.md b/cm/CHANGES.md
index 0c09942878..8fbe61d9d8 100644
--- a/cm/CHANGES.md
+++ b/cm/CHANGES.md
@@ -1,3 +1,10 @@
+## V2.3.0
+   - added automatic CM repo alias from mlcommons@ck to mlcommons@cm4mlops 
+     unless branch and checkout are used!
+   - improved CM python package API generation and uploaded to https://cknowledge.org/docs/cm 
+     (should move to MLCommons when ready)
+   - added timezone to utils.get_current_date_time to correctly time stamp various experiments!
+
 ## V2.2.0
    - fixed detection of a CM artifact using 'cm info .' when inside virtual env entries.
    - added "cmind.utils.debug_here" function to attach remote Python debugger
diff --git a/cm/cmind/__init__.py b/cm/cmind/__init__.py
index 1bd8ddb448..085327d4e8 100644
--- a/cm/cmind/__init__.py
+++ b/cm/cmind/__init__.py
@@ -1,4 +1,8 @@
-__version__ = "2.2.0"
+# Collective Mind init
+#
+# Written by Grigori Fursin
+
+__version__ = "2.3.0"
 
 from cmind.core import access
 from cmind.core import error
diff --git a/cm/cmind/__main__.py b/cm/cmind/__main__.py
index 9e210c1f53..c0349fe282 100644
--- a/cm/cmind/__main__.py
+++ b/cm/cmind/__main__.py
@@ -1,3 +1,7 @@
+# Collective Mind CLI entry point
+#
+# Written by Grigori Fursin
+
 import cmind.cli as cli
 
 cli.run()
diff --git a/cm/cmind/artifact.py b/cm/cmind/artifact.py
index 256c45e7da..f22a36c03b 100644
--- a/cm/cmind/artifact.py
+++ b/cm/cmind/artifact.py
@@ -1,4 +1,6 @@
 # Collective Mind artifact
+#
+# Written by Grigori Fursin
 
 import os
 
diff --git a/cm/cmind/automation.py b/cm/cmind/automation.py
index f38447ba36..b96b08449f 100644
--- a/cm/cmind/automation.py
+++ b/cm/cmind/automation.py
@@ -1,4 +1,6 @@
 # Collective Mind automation
+#
+# Written by Grigori Fursin
 
 import os
 
@@ -120,9 +122,9 @@ def test(self, i):
 
         print ('')
         print ('GitHub for CM developments:        https://github.com/mlcommons/ck/tree/master/cm')
-        print ('GitHub for CM automation scripts:  https://github.com/mlcommons/ck/tree/master/cm-mlops')
+        print ('GitHub for CM automation scripts:  https://github.com/mlcommons/cm4mlops')
         print ('Reporting issues and ideas:        https://github.com/mlcommons/ck/issues')
-        print ('Joining the open MLPerf workgroup: https://cKnowledge.org/mlcommons-taskforce')
+        print ('MLCommons taskforce developing CM: https://github.com/mlcommons/ck/blob/master/docs/taskforce.md')
 
         return {'return':0}
 
diff --git a/cm/cmind/cli.py b/cm/cmind/cli.py
index 96a6917319..f433fb832b 100644
--- a/cm/cmind/cli.py
+++ b/cm/cmind/cli.py
@@ -1,4 +1,6 @@
 # Collective Mind command line wrapper
+#
+# Written by Grigori Fursin
 
 import sys
 
diff --git a/cm/cmind/config.py b/cm/cmind/config.py
index f4a7c80809..db750ce70d 100644
--- a/cm/cmind/config.py
+++ b/cm/cmind/config.py
@@ -1,4 +1,6 @@
 # Collective Mind configuration
+#
+# Written by Grigori Fursin
 
 import os
 
diff --git a/cm/cmind/core.py b/cm/cmind/core.py
index a008597cd5..2aae4be30c 100644
--- a/cm/cmind/core.py
+++ b/cm/cmind/core.py
@@ -1,4 +1,6 @@
 # Collective Mind core functions
+#
+# Written by Grigori Fursin
 
 from cmind.config import Config
 from cmind.repos import Repos
diff --git a/cm/cmind/index.py b/cm/cmind/index.py
index fb643a66d9..5207a998b1 100644
--- a/cm/cmind/index.py
+++ b/cm/cmind/index.py
@@ -1,4 +1,6 @@
 # Collective Mind index
+#
+# Written by Grigori Fursin
 
 import os
 import json
diff --git a/cm/cmind/net.py b/cm/cmind/net.py
index 725bdcf263..5cbc46368e 100644
--- a/cm/cmind/net.py
+++ b/cm/cmind/net.py
@@ -1,4 +1,6 @@
 # Reused from the CK framework for compatibility
+#
+# Written by Grigori Fursin
 
 import urllib
 import json
diff --git a/cm/cmind/repo.py b/cm/cmind/repo.py
index e2230a5f1e..3a5ed1c1ab 100644
--- a/cm/cmind/repo.py
+++ b/cm/cmind/repo.py
@@ -1,4 +1,6 @@
 # Collective Mind repository
+#
+# Written by Grigori Fursin
 
 import os
 
diff --git a/cm/cmind/repo/automation/automation/README.md b/cm/cmind/repo/automation/automation/README.md
index d2f69e84cd..870a42d8fd 100644
--- a/cm/cmind/repo/automation/automation/README.md
+++ b/cm/cmind/repo/automation/automation/README.md
@@ -64,4 +64,4 @@
 
 ### Maintainers
 
-* [Open MLCommons taskforce on automation and reproducibility](https://cKnowledge.org/mlcommons-taskforce)
\ No newline at end of file
+* [Open MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)
\ No newline at end of file
diff --git a/cm/cmind/repo/automation/automation/module.py b/cm/cmind/repo/automation/automation/module.py
index 450bef7a75..cecb0964cc 100644
--- a/cm/cmind/repo/automation/automation/module.py
+++ b/cm/cmind/repo/automation/automation/module.py
@@ -1,3 +1,7 @@
+# CM automation module to add or document all automations
+#
+# Written by Grigori Fursin
+
 import os
 
 from cmind.automation import Automation
diff --git a/cm/cmind/repo/automation/automation/module_misc.py b/cm/cmind/repo/automation/automation/module_misc.py
index b3a07be7c5..985cc9d70f 100644
--- a/cm/cmind/repo/automation/automation/module_misc.py
+++ b/cm/cmind/repo/automation/automation/module_misc.py
@@ -1,3 +1,7 @@
+# Documenting CM automations
+#
+# Written by Grigori Fursin
+
 import os
 from cmind import utils
     
@@ -187,7 +191,7 @@ def doc(i):
         # Add maintainers
         md_script_readme.append('### Maintainers')
         md_script_readme.append('')
-        md_script_readme.append('* [Open MLCommons taskforce on automation and reproducibility](https://cKnowledge.org/mlcommons-taskforce)')
+        md_script_readme.append('* [MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)')
 
 
         # Check README and if it's already automatically generated
diff --git a/cm/cmind/repo/automation/ckx/README.md b/cm/cmind/repo/automation/ckx/README.md
index 97d6969835..c7f4c2389e 100644
--- a/cm/cmind/repo/automation/ckx/README.md
+++ b/cm/cmind/repo/automation/ckx/README.md
@@ -24,4 +24,4 @@
 
 ### Maintainers
 
-* [Open MLCommons taskforce on automation and reproducibility](https://cKnowledge.org/mlcommons-taskforce)
\ No newline at end of file
+* [Open MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)
\ No newline at end of file
diff --git a/cm/cmind/repo/automation/ckx/module.py b/cm/cmind/repo/automation/ckx/module.py
index 2cc348e3f6..97cc73f2bc 100644
--- a/cm/cmind/repo/automation/ckx/module.py
+++ b/cm/cmind/repo/automation/ckx/module.py
@@ -1,3 +1,7 @@
+# CM wrapper for older CK framework in case it is still needed
+#
+# Written by Grigori Fursin
+
 import os
 
 from cmind.automation import Automation
diff --git a/cm/cmind/repo/automation/core/README.md b/cm/cmind/repo/automation/core/README.md
index 7a4c099fd3..e34c715c76 100644
--- a/cm/cmind/repo/automation/core/README.md
+++ b/cm/cmind/repo/automation/core/README.md
@@ -24,4 +24,4 @@
 
 ### Maintainers
 
-* [Open MLCommons taskforce on automation and reproducibility](https://cKnowledge.org/mlcommons-taskforce)
\ No newline at end of file
+* [Open MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)
\ No newline at end of file
diff --git a/cm/cmind/repo/automation/core/module.py b/cm/cmind/repo/automation/core/module.py
index deeec54173..238091773f 100644
--- a/cm/cmind/repo/automation/core/module.py
+++ b/cm/cmind/repo/automation/core/module.py
@@ -1,3 +1,7 @@
+# CM core automation with a few universal functions
+#
+# Written by Grigori Fursin
+
 import os
 
 from cmind.automation import Automation
diff --git a/cm/cmind/repo/automation/core/module_misc.py b/cm/cmind/repo/automation/core/module_misc.py
index 5bc87457b4..0fadae23b7 100644
--- a/cm/cmind/repo/automation/core/module_misc.py
+++ b/cm/cmind/repo/automation/core/module_misc.py
@@ -1,3 +1,7 @@
+# Generate CM UID
+#
+# Written by Grigori Fursin
+
 import cmind.utils as utils
 
 ############################################################
diff --git a/cm/cmind/repo/automation/repo/README.md b/cm/cmind/repo/automation/repo/README.md
index 459b023f06..8ca595b740 100644
--- a/cm/cmind/repo/automation/repo/README.md
+++ b/cm/cmind/repo/automation/repo/README.md
@@ -264,4 +264,4 @@
 
 ### Maintainers
 
-* [Open MLCommons taskforce on automation and reproducibility](https://cKnowledge.org/mlcommons-taskforce)
\ No newline at end of file
+* [Open MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)
\ No newline at end of file
diff --git a/cm/cmind/repo/automation/repo/_cm.json b/cm/cmind/repo/automation/repo/_cm.json
index 6ba31783d8..100255b673 100644
--- a/cm/cmind/repo/automation/repo/_cm.json
+++ b/cm/cmind/repo/automation/repo/_cm.json
@@ -6,7 +6,6 @@
   "automation_alias": "automation",
   "automation_uid": "bbeb15d8f0a944a4",
   "desc": "Managing CM repositories and software projects",
-  "developers": "[Grigori Fursin](https://cKnowledge.org/gfursin) and [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh)",
   "sort": 2000,
   "tags": [
     "automation",
diff --git a/cm/cmind/repo/automation/repo/module.py b/cm/cmind/repo/automation/repo/module.py
index 992dca9e3f..6522d09747 100644
--- a/cm/cmind/repo/automation/repo/module.py
+++ b/cm/cmind/repo/automation/repo/module.py
@@ -1,3 +1,7 @@
+# CM automation to manage CM repositories
+#
+# Written by Grigori Fursin
+
 import os
 
 from cmind.automation import Automation
@@ -99,10 +103,29 @@ def pull(self, i):
                     pull_repos.append({'alias': os.path.basename(repo_path),
                                        'path_to_repo': repo_path})
         else:
+            # We are migrating cm-mlops repo from mlcommons@ck to a clean and new mlcommons@cm4mlops:
+            # https://github.com/mlcommons/ck/issues/1215
+            # As discussed, we should have a transparent redirect with a warning
+            # unless branch/checkout is used - in such case we keep old repository
+            # for backwards compatibility and reproducibility
+
+            branch = i.get('branch', '')
+            checkout = i.get('checkout', '')
+
+            if alias == 'mlcommons@ck' and branch == '' and checkout == '':
+                print ('=========================================================================')
+                print ('Warning: mlcommons@ck was automatically changed to mlcommons@cm4mlops.')
+                print ('If you want to use older mlcommons@ck repository, use branch or checkout.')
+                print ('=========================================================================')
+
+                alias = 'mlcommons@cm4mlops'
+                url = url.replace('mlcommons/ck', 'mlcommons/cm4mlops')
+
+
             pull_repos = [{'alias':alias,
                            'url':url,
-                           'branch': i.get('branch', ''),
-                           'checkout': i.get('checkout', ''),
+                           'branch': branch,
+                           'checkout': checkout,
                            'depth': i.get('depth', '')}]
 
 
diff --git a/cm/cmind/repos.py b/cm/cmind/repos.py
index e60ba55fc7..0926bb1974 100644
--- a/cm/cmind/repos.py
+++ b/cm/cmind/repos.py
@@ -1,4 +1,6 @@
 # Collective Mind repositories
+#
+# Written by Grigori Fursin
 
 import os
 
diff --git a/cm/cmind/utils.py b/cm/cmind/utils.py
index 21e52952d6..a3d5dfb41a 100644
--- a/cm/cmind/utils.py
+++ b/cm/cmind/utils.py
@@ -1,6 +1,8 @@
 # Auxilary functions for CM
-
+#
 # Some functionality was reused from the CK framework for compatibility
+#
+# Written by Grigori Fursin
 
 import os
 
@@ -1215,7 +1217,8 @@ def get_current_date_time(i):
     Get current date and time.
 
     Args:    
-       (CM input dict): empty dict
+       (CM input dict): 
+         - (timezone) (str): timezone in pytz format: "Europe/Paris"
 
     Returns: 
        (CM return dict):
@@ -1239,7 +1242,14 @@ def get_current_date_time(i):
 
     a = {}
 
-    now1 = datetime.datetime.now()
+    tz = None
+
+    tz_str = i.get('timezone', '').strip()
+    if tz_str != '':
+        import pytz
+        tz = pytz.timezone(tz_str)
+
+    now1 = datetime.datetime.now(tz)
     now = now1.timetuple()
 
     a['date_year'] = now[0]
diff --git a/docs/README.md b/docs/README.md
index 2ba04c842e..9b77606738 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,19 +1,20 @@
 # CM documentation
 
-**We plan to rewrite and simplify the CM documentation and tutorials based on user feedback in Q2 2024 - please stay tuned for more details**.
+**We plan to rewrite and simplify the CM documentation and tutorials based on user feedback in Q3 2024 - please stay tuned for more details**.
 
 Collective Mind (CM) is a lightweight, non-intrusive and technology-agnostic workflow automation framework 
 being developed by the [MLCommons Task Force on Automation and Reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md)
 based on the feedback from the [the community, MLCommons members and individual contributors](CONTRIBUTING.md).
 
-The goal is to provide a common, simple and human-readable interface to manage, run, reproduce 
-and customize diverse AI/ML apps, benchmarks and research projects across continuously changing
-models, datasets, software and hardware from different vendors in a unified and automated way.
+The goal is to provide a common, simple and human-readable interface to help users encode their knowledge
+about how to build, run and customize diverse AI/ML apps, benchmarks and research projects across 
+continuously changing models, datasets, software and hardware from different vendors in a unified and automated way.
 
 * [Getting Started Guide and FAQ](getting-started.md)
 * [Introduction](introduction-cm.md)
 * [CM installation and customization](installation.md)
 * [Unified CLI and Python API](interface.md)
+  * [CM framework core API](https://cknowledge.org/docs/cm)
   * [CM "script" automation](https://github.com/mlcommons/ck/blob/master/cm-mlops/automation/script/README-extra.md)
   * [CM "cache" automation](https://github.com/mlcommons/ck/blob/master/cm-mlops/automation/cache/README-extra.md)
   * [CM "experiment" automation](https://github.com/mlcommons/ck/blob/master/cm-mlops/automation/experiment/README-extra.md)
diff --git a/docs/_generator/api/conf.py b/docs/_generator/api/conf.py
index 670db88ca0..fdd33bae7b 100644
--- a/docs/_generator/api/conf.py
+++ b/docs/_generator/api/conf.py
@@ -23,8 +23,8 @@
 
 # -- Project information -----------------------------------------------------
 
-project = u'Collective Mind'
-copyright = u'2022 MLCommons'
+project = u'Collective Mind (CM)'
+copyright = u'2022-2024 MLCommons'
 author = u'Grigori Fursin'
 
 version=''
@@ -101,7 +101,7 @@
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = None
+# language = 
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
@@ -244,4 +244,5 @@
 autoclass_content = 'both'
 
 def setup(app):
-    app.add_stylesheet('css/custom.css') 
+#    app.add_stylesheet('css/custom.css') 
+    app.add_css_file('css/custom.css')
diff --git a/docs/_generator/api/generate.bat b/docs/_generator/api/generate.bat
index 4cf8c63c60..0904630e0c 100644
--- a/docs/_generator/api/generate.bat
+++ b/docs/_generator/api/generate.bat
@@ -4,7 +4,7 @@ rd /Q /S api
 
 sphinx-apidoc -f -T -o api ../../../cm/cmind
 
-cm replace_string_in_file utils --input=api/cmind.rst --string="cmind package" --replacement="CM API"
+cm replace_string_in_file utils --input=api/cmind.rst --string="cmind package" --replacement="CM python package API"
 
 sphinx-build -M html . api
 
diff --git a/docs/_generator/api/generate.sh b/docs/_generator/api/generate.sh
index a07a8770b4..8c92cefc4a 100644
--- a/docs/_generator/api/generate.sh
+++ b/docs/_generator/api/generate.sh
@@ -1,6 +1,6 @@
 rm -rf api
 
-sphinx-apidoc -H "CM API" -f -T -o api ../../../cm/cmind
+sphinx-apidoc -H "CM python package API" -f -T -o api ../../../cm/cmind
 
 sphinx-build -M html . api
 
diff --git a/docs/_generator/api/index.rst b/docs/_generator/api/index.rst
index 46c40c0ae1..d621a5d48f 100644
--- a/docs/_generator/api/index.rst
+++ b/docs/_generator/api/index.rst
@@ -1,4 +1,4 @@
-.. Copyright 2022 MLCommons
+.. Copyright 2021-2024 MLCommons
 
 .. CM documentation master file
 
diff --git a/docs/_generator/generate_api.bat b/docs/_generator/generate_api.bat
index 3f0027c3b2..a1c92473b3 100644
--- a/docs/_generator/generate_api.bat
+++ b/docs/_generator/generate_api.bat
@@ -1,2 +1,4 @@
+pip install sphinx recommonmark sphinx_markdown_tables sphinx_rtd_theme
+
 cd api
 generate.bat
diff --git a/docs/_generator/generate_api.sh b/docs/_generator/generate_api.sh
index 25f5918930..85eb8d168a 100644
--- a/docs/_generator/generate_api.sh
+++ b/docs/_generator/generate_api.sh
@@ -1,2 +1,4 @@
+pip install sphinx recommonmark sphinx_markdown_tables sphinx_rtd_theme
+
 cd api
 ./generate.sh
diff --git a/docs/archive/taskforce-2022.md b/docs/archive/taskforce-2022.md
index 195a6948e9..787e736204 100644
--- a/docs/archive/taskforce-2022.md
+++ b/docs/archive/taskforce-2022.md
@@ -16,9 +16,9 @@
 * help the community reproduce MLPerf benchmarks, prepare their own submissions and deploy Pareto-optimal ML/AI systems in the real world;
 * support student competitions, reproducibility initiatives and artifact evaluation at ML and Systems conferences using the rigorous MLPerf methodology and the MLCommons automation meta-framework.
 
-## Moderators
+## Co-chairs and tech leads
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (CM project coordinator)
 * [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh)
 
 ## Discord server
diff --git a/docs/debugging.md b/docs/debugging.md
index 80e94f0918..41133f7097 100644
--- a/docs/debugging.md
+++ b/docs/debugging.md
@@ -19,4 +19,11 @@ When running MLPerf and other benchmarks, you can often use the `--debug` flag t
 start a shell with all environment variables prepared to run/debug the final OS command manually.
 You can also use GDB via environment variable `--env.CM_RUN_PREFIX="gdb --args "`
 
+## Visual Studio Code
 
+You can debug CM scripts using Visual Studio Code. See the [test-debug](https://github.com/mlcommons/cm4mlops/tree/main/script/test-debug) CM script 
+for a demo:
+
+* Debug CM internals and customize.py using [python entry point](https://github.com/mlcommons/cm4mlops/blob/main/script/test-debug/_demo.py#L8)
+* Debug native python code wrapped by CM scripts using CM break points: [code](https://github.com/mlcommons/cm4mlops/blob/main/script/test-debug/python/main.py#L18), 
+  [README](https://github.com/mlcommons/cm4mlops/blob/main/script/test-debug/README-extra.md)
diff --git a/docs/installation.md b/docs/installation.md
index 402c53e9f3..f6457128ba 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -76,13 +76,30 @@ Alternatively you can run
 source $HOME/.profile
 ```
 
-```
-gfursin@mlcommons-ck-cm-dev:~$ cm
+You can check that CM is available and print internal status as follows:
+
+```bash
+gfursin@mlcommons-ck-cm-dev:~$ cm test core
+
+CM version: 2.3.0
+
+Python executable used by CK: C:\!Progs\Python310\python.exe
+
+Path to CM package:           C:\!Progs\Python310\lib\site-packages\cmind
+Path to CM core module:       C:\!Progs\Python310\lib\site-packages\cmind\core.py
+Path to CM internal repo:     C:\!Progs\Python310\lib\site-packages\cmind\repo
+
+Path to CM repositories:      D:\Work1\CM
+
+GitHub for CM developments:        https://github.com/mlcommons/ck/tree/master/cm
+GitHub for CM automation scripts:  https://github.com/mlcommons/cm4mlops
+Reporting issues and ideas:        https://github.com/mlcommons/ck/issues
+MLCommons taskforce developing CM: https://github.com/mlcommons/ck/blob/master/docs/taskforce.md
 
-cm {action} {automation} {artifact(s)} {--flags} @input.yaml @input.json
 ```
 
-You are ready to use CM automation meta-framework.
+You are ready to use CM automation meta-framework. 
+
 
 
 
diff --git a/docs/interface.md b/docs/interface.md
index 4e05ec35e5..69a7b47321 100644
--- a/docs/interface.md
+++ b/docs/interface.md
@@ -143,8 +143,6 @@ without breaking automation workflows):
   
   "desc": "Managing CM repositories and software projects",
 
-  "developers": "Grigori Fursin and Arjun Suresh",
-
   "tags": [
     "automation",
     "repo"
diff --git a/docs/news.md b/docs/news.md
index 16a34b3a88..94be3b1400 100644
--- a/docs/news.md
+++ b/docs/news.md
@@ -3,6 +3,7 @@
 ### [News from the MLCommons Task Force on Automation and Reproducibility](taskforce.md)
 
 #### 202403
+
 * [cKnowledge](https://cKnowledge.org) has completed a collaborative engineering project with MLCommons 
   to enhance CM workflow automation to run MLPerf inference benchmarks
   across different models, software and hardware from different vendors in a unified way: [GUI](https://access.cknowledge.org/playground/?action=howtorun).
diff --git a/docs/taskforce.md b/docs/taskforce.md
index 38cf31a163..20268c078e 100644
--- a/docs/taskforce.md
+++ b/docs/taskforce.md
@@ -2,24 +2,23 @@
 
 # MLCommons Task force on Automation and Reproducibility
 
-***Announcement: we are peparing new tasks for Q2-Q3 2024 with MLCommons and looking for volunteers and an extra co-chair.
-   Please get in touch via [email](mailto:gfursin@cknowledge.org) or [Discord](https://discord.gg/JjWNWXKxwT) for more details!***
+***Announcement: we are peparing new tasks for Q3-Q4 2024 - please stay tuned
+   or get in touch via [email](mailto:gfursin@cknowledge.org) for more details!***
 
 ## Mission
 
 * Develop [reusable automation recipes and workflows](https://access.cknowledge.org/playground/?action=scripts) 
-  with [a common and human-friendly interface (Collective Mind aka CM)](https://github.com/mlcommons/ck) 
+  with [a common and human-friendly interface (Collective Mind aka CM)]( https://github.com/mlcommons/ck/tree/master/cm ) 
   to support MLCommons projects and help everyone assemble, run, reproduce, customize and optimize ML(Perf) benchmarks
   in a unified and automated way across diverse models, data sets, software and hardware from different vendors.
 * Gradually extend a unified MLCommons CM interface to automate [all MLPerf inference submissions](https://github.com/mlcommons/ck/issues/1052) starting from v3.1.
-* Continuously encode MLPerf rules and best practices in the [CM automation recipes and workflows for MLPerf](https://github.com/mlcommons/ck/tree/master/cm-mlops/script)
+* Continuously encode MLPerf rules and best practices in the [CM automation recipes and workflows for MLPerf](https://github.com/mlcommons/cm4mlops/tree/main/script)
   to reduce the burden for submitters to go through numerous README files 
   and track all the latest changes and updates.
-* [Automatically compose high-performance and cost-efficient AI applications and systems using MLPerf and CM](https://doi.org/10.5281/zenodo.10786893).
 
 ## Chairs and Tech Leads
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (CM project coordinator)
 * [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh)
 
 ## Discussions
@@ -43,16 +42,14 @@ You can participate in our discussions via [public Discord server](https://disco
 
 * Develop a more universal Python and C++ wrapper for the MLPerf loadgen
   with the CM automation to support different models, data sets, software
-  and hardware: [Python prototype](https://github.com/mlcommons/ck/blob/master/docs/tutorials/scc23-mlperf-inference-bert.md); 
-  [C++ prototype](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/app-mlperf-inference-mlcommons-cpp).
+  and hardware: [Python prototype](https://github.com/mlcommons/cm4mlops/tree/main/script/app-loadgen-generic-python); 
+  [C++ prototype](https://github.com/mlcommons/cm4mlops/tree/main/script/app-mlperf-inference-mlcommons-cpp).
 
-* Introduce [CM automation badge](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/app-mlperf-inference-mlcommons-cpp) 
-  to MLPerf inference v4.1 submission
-  similar to ACM/IEEE/NeurIPS reproducibility badges to make it easier for
-  all submitters to re-run and reproduce each others’ results before the
-  publication date.
+* Discuss how to introduce the [CM automation badge](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/app-mlperf-inference-mlcommons-cpp) 
+  to MLPerf inference v4.1 submission similar to ACM/IEEE/NeurIPS reproducibility badges to make it easier for
+  all submitters to re-run and reproduce each others’ results before the publication date.
 
-* Collaborate with system vendors and cloud providers to quickly benchmark
+* Collaborate with system vendors and cloud providers to help them benchmark
   their platforms using the best available MLPerf inference implementation.
 
 * Collaborate with other MLPerf working groups to modularize their
@@ -103,7 +100,7 @@ You can participate in our discussions via [public Discord server](https://disco
 * [CM-MLPerf commands](https://github.com/mlcommons/ck/tree/master/docs/mlperf)
 * [CM-MLPerf GUI](https://access.cknowledge.org/playground/?action=howtorun)
 * [Invited talk at MLPerf-Bench @ HPCA'24 about Automatically Composing High-Performance and Cost-effective AI Systems with MLCommons' CM and MLPerf](https://doi.org/10.5281/zenodo.10786893)
-* [Invited keynote about CM framework at ACM REP'23](https://doi.org/10.5281/zenodo.8105339)
+* [Invited keynote about CM framework at ACM REP'23]( https://doi.org/10.5281/zenodo.8105339 )
 * [ACM artifact review and badging methodology](https://www.acm.org/publications/policies/artifact-review-and-badging-current) 
 * [Artifact Evaluation at ML and systems conferences](https://cTuning.org/ae)
 * [Terminology (ACM/NISO): Repeatability, Reproducibility and Replicability](artifact-evaluation/faq.md#what-is-the-difference-between-repeatability-reproducibility-and-replicability)
diff --git a/docs/tutorials/mlperf-inference-submission.md b/docs/tutorials/mlperf-inference-submission.md
index 4972213409..5f0623ad4c 100644
--- a/docs/tutorials/mlperf-inference-submission.md
+++ b/docs/tutorials/mlperf-inference-submission.md
@@ -351,8 +351,8 @@ See the development roadmap [here](https://github.com/mlcommons/ck/issues/536).
 
 # Authors
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin) (MLCommons, cTuning foundation, cKnowledge Ltd)
-* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (MLCommons, cTuning foundation)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation and cKnowledge.org)
+* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation and cKnowledge.org)
 
 # Acknowledgments
 
diff --git a/docs/tutorials/sc22-scc-mlperf-part2.md b/docs/tutorials/sc22-scc-mlperf-part2.md
index f393b2e922..c0b788fae5 100644
--- a/docs/tutorials/sc22-scc-mlperf-part2.md
+++ b/docs/tutorials/sc22-scc-mlperf-part2.md
@@ -525,8 +525,8 @@ See the development roadmap [here](https://github.com/mlcommons/ck/issues/536).
 
 # Authors
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation, cKnowledge Ltd, MLCommons)
-* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation, cKnowledge Ltd, MLCommons)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation and cKnowledge.org)
+* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation and cKnowledge.org)
 
 
 # Acknowledgments
diff --git a/docs/tutorials/sc22-scc-mlperf-part3.md b/docs/tutorials/sc22-scc-mlperf-part3.md
index b3363c368f..a2349bd650 100644
--- a/docs/tutorials/sc22-scc-mlperf-part3.md
+++ b/docs/tutorials/sc22-scc-mlperf-part3.md
@@ -426,8 +426,8 @@ See the development roadmap [here](https://github.com/mlcommons/ck/issues/536).
 
 # Authors
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation, cKnowledge Ltd, MLCommons)
-* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation, cKnowledge Ltd, MLCommons)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation and cKnowledge.org)
+* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation and cKnowledge.org)
 
 
 # Acknowledgments
diff --git a/docs/tutorials/sc22-scc-mlperf.md b/docs/tutorials/sc22-scc-mlperf.md
index 89b12accad..b5797e7660 100644
--- a/docs/tutorials/sc22-scc-mlperf.md
+++ b/docs/tutorials/sc22-scc-mlperf.md
@@ -772,8 +772,8 @@ See the development roadmap [here](https://github.com/mlcommons/ck/issues/536).
 
 # Authors
 
-* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation, cKnowledge Ltd, MLCommons)
-* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation, cKnowledge Ltd, MLCommons)
+* [Grigori Fursin](https://cKnowledge.org/gfursin) (cTuning foundation and cKnowledge.org)
+* [Arjun Suresh](https://www.linkedin.com/in/arjunsuresh) (cTuning foundation and cKnowledge.org)
 
 
 # Acknowledgments