diff --git a/.github/workflows/solidity-foundry.yml b/.github/workflows/solidity-foundry.yml
index cebf6cf6b67..86ada2ae107 100644
--- a/.github/workflows/solidity-foundry.yml
+++ b/.github/workflows/solidity-foundry.yml
@@ -419,11 +419,11 @@ jobs:
                   rm $current_report
                 fi
               else
-                echo "::warning::Failed to find new issues for $base_report using an LLM model, will use full report."
+                echo "::warning::Failed to generate a diff report with new issues for $base_report using an LLM model, will use full report."
               fi
           
             else
-              echo "::error::Failed to find current report for $base_report (file $current_file doesn't exist, but should have been generated). Please check Slither logs."
+              echo "::error::Failed to find current commit's equivalent of $base_report (file $current_file doesn't exist, but should have been generated). Please check Slither logs."
               exit 1
             fi
           done
diff --git a/contracts/scripts/ci/find_slither_report_diff.sh b/contracts/scripts/ci/find_slither_report_diff.sh
index d39dbea2027..ceb21d2288d 100755
--- a/contracts/scripts/ci/find_slither_report_diff.sh
+++ b/contracts/scripts/ci/find_slither_report_diff.sh
@@ -23,8 +23,8 @@ else
   validation_prompt_path=""
 fi
 
-first_report_content=$(cat "$first_report_path" | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
-second_report_content=$(cat "$second_report_path" | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
+first_report_content=$(cat "$first_report_path" | sed 's/"/\\"/g' | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
+second_report_content=$(cat "$second_report_path" | sed 's/"/\\"/g' | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
 openai_prompt=$(cat "$report_prompt_path" | sed 's/"/\\"/g' | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
 openai_model="gpt-4o"
 openai_result=$(echo '{
@@ -57,7 +57,7 @@ echo "$new_issues_report_content" > "$new_issues_report_path"
 
 if [[ -n "$validation_prompt_path" ]]; then
   echo "::debug::Validating the diff report using the validation prompt"
-  report_input=$(echo "$new_issues_report_content" | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
+  report_input=$(echo "$new_issues_report_content" | sed 's/"/\\"/g' | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
   validation_prompt_content=$(cat "$validation_prompt_path" | sed 's/"/\\"/g' | sed -E 's/\\+$//g' | sed -E 's/\\+ //g')
   validation_result=$(echo '{
     "model": "'$openai_model'",