diff --git a/.deepsource.toml b/.deepsource.toml
index 8dc1a93..6e73789 100644
--- a/.deepsource.toml
+++ b/.deepsource.toml
@@ -1,4 +1,11 @@
 version = 1
 
+exclude_patterns = [
+  "lib/bme68x/*",
+  "lib/bsec3210/*",
+  "lib/cube/*",
+  "lib/fat/*"
+]
+
 [[analyzers]]
 name = "cxx"
\ No newline at end of file
diff --git a/.github/workflows/testbuildrelease.yml b/.github/workflows/testbuildrelease.yml
index 81c39e6..5fe81e6 100644
--- a/.github/workflows/testbuildrelease.yml
+++ b/.github/workflows/testbuildrelease.yml
@@ -184,20 +184,6 @@ jobs:
           pip install --upgrade platformio
           pio pkg install --environment dummy
 
-      # - name: Install STM32CubeWL
-      #   uses: actions/checkout@v4
-      #   with:
-      #     repository: STMicroelectronics/STM32CubeWL
-      #     path: temp/framework-stm32cubewl
-      #     submodules: true
-
-      # - name: Add stm32wle to PlatformIO platforms
-      #   run: |
-      #     cp -f .github/workflows/platform.json /home/runner/.platformio/platforms/ststm32/platform.json
-      #     cp -r temp/framework-stm32cubewl /home/runner/.platformio/packages/framework-stm32cubewl
-      #     cp -f .github/workflows/package.json /home/runner/.platformio/packages/framework-stm32cubewl/package.json
-      #     cp /home/runner/.platformio/packages/framework-stm32cubewl/Utilities/misc/stm32_systime_if_template.h /home/runner/.platformio/packages/framework-stm32cubewl/Utilities/misc/stm32_systime_if.h
-
       - name: Check PlatformIO
         run: |
           pio system info
@@ -218,52 +204,7 @@ jobs:
         run: |
           pio run -t compiledb
 
+      # cloud build is currently not working...
       # - name: Build
       #   run: |
       #     pio run -e production
-
-      - name: Collect coverage into XML report
-        run: |
-          gcovr --sonarqube --gcov-ignore-parse-errors > coverage.xml
-
-      - name: Run sonar-scanner
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
-        run: |
-         sonar-scanner \
-            --define sonar.projectKey=Strooom_BME688-ML-v1-SW \
-            --define sonar.organization=strooom \
-            --define sonar.coverageReportPaths=coverage.xml
-            
-      # - name: Attach Binary to Workflow run
-      #   id: attachbinarytoworkflowrun
-      #   uses: actions/upload-artifact@v4
-      #   with:
-      #     name: ${{ steps.selectversion.outputs.buildversionfilename }}.bin
-      #     path: .pio/build/production/firmware.bin
-      #     if-no-files-found: error
-
-      # - name: Release when on main branch
-      #   id: createrelease
-      #   uses: actions/create-release@v1
-      #   if: ${{ steps.versioninfo.outputs.branchname == 'main'}}
-      #   env:
-      #     GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      #   with:
-      #     tag_name: ${{ steps.selectversion.outputs.buildversion }}
-      #     release_name: Release ${{ steps.selectversion.outputs.buildversion }}
-      #     draft: false
-      #     prerelease: false
-
-      # - name: Attach Binary to Release
-      #   id: attachbinarytorelease
-      #   uses: actions/upload-release-asset@v1
-      #   if: ${{ steps.versioninfo.outputs.branchname == 'main'}}
-      #   env:
-      #     GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      #   with:
-      #     upload_url: ${{ steps.createrelease.outputs.upload_url }}
-      #     asset_path: .pio/build/production/firmware.bin
-      #     asset_name: ${{ steps.selectversion.outputs.buildversionfilename }}.bin
-      #     asset_content_type: application/octet-stream
\ No newline at end of file
diff --git a/README.md b/README.md
index 4919810..9aa2137 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,13 @@
 ![workflow](https://github.com/strooom/BME688-ML-v1-SW/actions/workflows/testbuildrelease.yml/badge.svg)
 [![codecov](https://codecov.io/gh/Strooom/BME688-ML-v1-SW/branch/develop/graph/badge.svg?token=1YU44QFM6B)](https://codecov.io/gh/Strooom/BME688-ML-v1-SW)
 [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC_BY--NC--SA_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/)
-[![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=strooom_bme68x-ml-sw&metric=alert_status)](https://sonarcloud.io/summary/new_code?id=strooom_bme68x-ml-sw)
-
+[![DeepSource](https://app.deepsource.com/gh/Strooom/BME688-ML-SW.svg/?label=active+issues&show_trend=true&token=zlNcnPfKz-hS2mY2oRJuvLvB)](https://app.deepsource.com/gh/Strooom/BME688-ML-SW/)
+[![DeepSource](https://app.deepsource.com/gh/Strooom/BME688-ML-SW.svg/?label=code+coverage&show_trend=true&token=zlNcnPfKz-hS2mY2oRJuvLvB)](https://app.deepsource.com/gh/Strooom/BME688-ML-SW/)
 
 # Firmware for the BME688-ML PCB
 
 This repository will hold the firmware for a MachineLearning application with the BME688 sensor.
+The purpose is to build a smart sensor which can be trained by Bosch AI Studio to detect gases. Both the training and the inference can be done on the sensor. The sensor interfaces to a 'parent' device using the QWIIC I2C.
 
 The hardware can be found here : https://github.com/Strooom/BME688-ML-V1-PCB