diff --git a/web/app/components/base/markdown/markdown-utils.ts b/web/app/components/base/markdown/markdown-utils.ts
index dc3c7a978..209fcd0b3 100644
--- a/web/app/components/base/markdown/markdown-utils.ts
+++ b/web/app/components/base/markdown/markdown-utils.ts
@@ -11,6 +11,7 @@ export const preprocessLaTeX = (content: string) => {
 
   const codeBlockRegex = /```[\s\S]*?```/g
   const codeBlocks = content.match(codeBlockRegex) || []
+  const escapeReplacement = (str: string) => str.replace(/\$/g, '_TMP_REPLACE_DOLLAR_')
   let processedContent = content.replace(codeBlockRegex, 'CODE_BLOCK_PLACEHOLDER')
 
   processedContent = flow([
@@ -21,9 +22,11 @@ export const preprocessLaTeX = (content: string) => {
   ])(processedContent)
 
   codeBlocks.forEach((block) => {
-    processedContent = processedContent.replace('CODE_BLOCK_PLACEHOLDER', block)
+    processedContent = processedContent.replace('CODE_BLOCK_PLACEHOLDER', escapeReplacement(block))
   })
 
+  processedContent = processedContent.replace(/_TMP_REPLACE_DOLLAR_/g, '$')
+
   return processedContent
 }