diff --git a/.editorconfig b/.editorconfig
index 576f5f63..e53e477d 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -32,21 +32,39 @@ resharper_generic_enumerator_not_disposed_highlighting = hint
 # Sonar rule suppressions (synced from sonar-suppressions.json)
 # See sonar-suppressions.json for detailed justifications
 dotnet_diagnostic.S107.severity = none
+dotnet_diagnostic.S109.severity = none
+dotnet_diagnostic.S122.severity = none
+dotnet_diagnostic.S134.severity = none
+dotnet_diagnostic.S138.severity = none
+dotnet_diagnostic.S1067.severity = none
 dotnet_diagnostic.S1144.severity = none
+dotnet_diagnostic.S1227.severity = none
 dotnet_diagnostic.S1244.severity = none
+dotnet_diagnostic.S1309.severity = none
+dotnet_diagnostic.S1451.severity = none
+dotnet_diagnostic.S1541.severity = none
+dotnet_diagnostic.S1659.severity = none
 dotnet_diagnostic.S1944.severity = none
 dotnet_diagnostic.S2053.severity = none
 dotnet_diagnostic.S2245.severity = none
 dotnet_diagnostic.S2259.severity = none
+dotnet_diagnostic.S2360.severity = none
 dotnet_diagnostic.S2583.severity = none
 dotnet_diagnostic.S2589.severity = none
 dotnet_diagnostic.S3236.severity = none
+dotnet_diagnostic.S3254.severity = none
+dotnet_diagnostic.S3264.severity = none
 dotnet_diagnostic.S3329.severity = none
 dotnet_diagnostic.S3604.severity = none
 dotnet_diagnostic.S3655.severity = none
 dotnet_diagnostic.S3776.severity = none
+dotnet_diagnostic.S3904.severity = none
+dotnet_diagnostic.S3906.severity = none
+dotnet_diagnostic.S3908.severity = none
 dotnet_diagnostic.S3949.severity = none
 dotnet_diagnostic.S3966.severity = none
+dotnet_diagnostic.S3990.severity = none
+dotnet_diagnostic.S3992.severity = none
 dotnet_diagnostic.S4158.severity = none
 dotnet_diagnostic.S4347.severity = none
 dotnet_diagnostic.S5773.severity = none
diff --git a/.github/workflows/Publish.yml b/.github/workflows/Publish.yml
index ae7adb0a..aef7cc97 100644
--- a/.github/workflows/Publish.yml
+++ b/.github/workflows/Publish.yml
@@ -817,103 +817,3 @@ jobs:
   # ==============================================================================
   Codacy_Upload:
     needs: [ReSharper_Analysis, Snyk_Scan, Semgrep_Scan, Sonar_Analysis, Codacy_Rule_Sync]
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    permissions:
-      contents: read
-      actions: read
-    if: always()
-    steps:
-      - name: Check for Codacy token
-        id: check_token
-        env:
-          CODACY_PROJECT_TOKEN: ${{ secrets.CODACY_PROJECT_TOKEN }}
-        run: |
-          if [ -z "${CODACY_PROJECT_TOKEN:-}" ]; then
-            echo "CODACY_PROJECT_TOKEN not set. Skipping Codacy uploads."
-            echo "skip=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "skip=false" >> "$GITHUB_OUTPUT"
-          fi
-
-      - name: Download SARIF artifacts
-        if: steps.check_token.outputs.skip != 'true'
-        uses: actions/download-artifact@v4
-        with:
-          pattern: sarif-*
-          path: sarif
-
-      - name: Download Coverage Reports
-        if: steps.check_token.outputs.skip != 'true'
-        uses: actions/download-artifact@v4
-        with:
-          name: coverage-reports
-          path: coverage-merged
-
-      - name: List artifacts
-        if: steps.check_token.outputs.skip != 'true'
-        run: |
-          echo "SARIF files:"
-          find sarif -name "*.sarif" -type f -maxdepth 4 -print -exec ls -lh {} \; || true
-          echo ""
-          echo "Coverage files:"
-          ls -la coverage-merged || true
-
-      - name: Install Codacy CLI v2
-        if: steps.check_token.outputs.skip != 'true'
-        run: |
-          set -euo pipefail
-
-          # Install Codacy CLI using official bootstrap script
-          echo "Installing Codacy CLI v2..."
-
-          sudo curl -Ls https://raw.githubusercontent.com/codacy/codacy-cli-v2/main/codacy-cli.sh -o /usr/local/bin/codacy-cli
-          sudo chmod +x /usr/local/bin/codacy-cli
-
-          # Script will fetch binary if needed
-          codacy-cli version
-
-      - name: Upload SARIF files to Codacy
-        if: steps.check_token.outputs.skip != 'true'
-        env:
-          CODACY_PROJECT_TOKEN: ${{ secrets.CODACY_PROJECT_TOKEN }}
-        run: |
-          set -euo pipefail
-
-          shopt -s nullglob globstar
-          files=(sarif/**/*.sarif)
-
-          if [ ${#files[@]} -eq 0 ]; then
-            echo "No SARIF files found. Nothing to upload."
-            exit 0
-          fi
-
-          echo "Uploading ${#files[@]} SARIF file(s) to Codacy with commit: ${COMMIT_UUID}"
-          for sarif_file in "${files[@]}"; do
-            echo "--- Uploading: $sarif_file ---"
-            # Using short flags per codacy-cli-v2 docs:
-            # -s: SARIF file path
-            # -c: commit UUID
-            # -t: project token
-            codacy-cli upload \
-              -s "$sarif_file" \
-              -c "$COMMIT_UUID" \
-              -t "$CODACY_PROJECT_TOKEN" \
-              || echo "WARNING: failed to upload $sarif_file"
-          done
-
-      - name: Upload Coverage to Codacy
-        if: steps.check_token.outputs.skip != 'true'
-        env:
-          CODACY_PROJECT_TOKEN: ${{ secrets.CODACY_PROJECT_TOKEN }}
-        run: |
-          set -euo pipefail
-
-          curl -Ls https://coverage.codacy.com/get.sh -o codacy-coverage.sh
-          chmod +x codacy-coverage.sh
-
-          if [ -f "coverage-merged/Cobertura.xml" ]; then
-            ./codacy-coverage.sh report -r "coverage-merged/Cobertura.xml"
-          else
-            echo "Cobertura.xml not found. Skipping coverage upload."
-          fi
diff --git a/sonar-suppressions.json b/sonar-suppressions.json
index 78fcefb2..e761548a 100644
--- a/sonar-suppressions.json
+++ b/sonar-suppressions.json
@@ -81,6 +81,78 @@
     {
       "id": "S6781",
       "reason": "JWT tokens should not be created using insecure secrets - not applicable to this codebase"
+    },
+    {
+      "id": "S109",
+      "reason": "Magic numbers should be replaced with named constants - numeric literals in SIMD/math algorithms are intentional and self-documenting"
+    },
+    {
+      "id": "S122",
+      "reason": "Statements should be on separate lines - compact initialization patterns improve readability in coefficient setup"
+    },
+    {
+      "id": "S134",
+      "reason": "Control flow statements should not be nested too deeply - complex algorithms require nested loops"
+    },
+    {
+      "id": "S138",
+      "reason": "Methods should not have too many lines - SIMD batch calculations are intentionally monolithic for performance"
+    },
+    {
+      "id": "S1067",
+      "reason": "Expressions should not be too complex - validation guard clauses benefit from compound conditions"
+    },
+    {
+      "id": "S1227",
+      "reason": "Break statements should not be used - early exit patterns improve performance in search loops"
+    },
+    {
+      "id": "S1309",
+      "reason": "Track uses of in-source issue suppressions - intentional suppressions are documented"
+    },
+    {
+      "id": "S1451",
+      "reason": "File headers should match a defined format - no file header requirement for this project"
+    },
+    {
+      "id": "S1541",
+      "reason": "Cyclomatic complexity should not be too high - optimized algorithms require complex control flow"
+    },
+    {
+      "id": "S1659",
+      "reason": "Multiple variables should not be declared on the same line - SIMD register declarations benefit from grouping"
+    },
+    {
+      "id": "S2360",
+      "reason": "Optional parameters should not be used - optional parameters are idiomatic for indicator constructors"
+    },
+    {
+      "id": "S3254",
+      "reason": "Default parameter values should not be passed as arguments - explicit defaults improve clarity"
+    },
+    {
+      "id": "S3264",
+      "reason": "Events should be invoked - events may be conditionally invoked or used for chaining"
+    },
+    {
+      "id": "S3904",
+      "reason": "Assemblies should have version information - version is set via Directory.Build.props"
+    },
+    {
+      "id": "S3906",
+      "reason": "Event handlers should have the correct signature - custom delegates are used for performance"
+    },
+    {
+      "id": "S3908",
+      "reason": "Generic event handlers should be used - TValuePublishedHandler is a performance-optimized custom delegate"
+    },
+    {
+      "id": "S3990",
+      "reason": "Assemblies should be marked CLSCompliant - CLS compliance not required for internal library"
+    },
+    {
+      "id": "S3992",
+      "reason": "Assemblies should have ComVisible attribute - COM interop not required"
     }
   ]
-}
\ No newline at end of file
+}