diff --git a/frontend/src/app/(dashboard)/transformations/components/TransformationPlayground.tsx b/frontend/src/app/(dashboard)/transformations/components/TransformationPlayground.tsx
index 006e257af8..6dbd7b10c7 100644
--- a/frontend/src/app/(dashboard)/transformations/components/TransformationPlayground.tsx
+++ b/frontend/src/app/(dashboard)/transformations/components/TransformationPlayground.tsx
@@ -16,6 +16,7 @@ import ReactMarkdown from 'react-markdown'
 import remarkGfm from 'remark-gfm'
 import remarkMath from 'remark-math'
 import rehypeKatex from 'rehype-katex'
+import { KATEX_OPTIONS } from '@/lib/utils/katex-options'
 
 interface TransformationPlaygroundProps {
   transformations: Transformation[] | undefined
@@ -128,7 +129,7 @@ export function TransformationPlayground({ transformations, selectedTransformati
                     <div className="prose prose-sm max-w-none dark:prose-invert">
                       <ReactMarkdown
                         remarkPlugins={[remarkGfm, remarkMath]}
-                        rehypePlugins={[rehypeKatex]}
+                        rehypePlugins={[[rehypeKatex, KATEX_OPTIONS]]}
                         components={{
                           table: ({ children }) => (
                             <div className="my-4 overflow-x-auto">
diff --git a/frontend/src/components/ui/markdown-editor.test.tsx b/frontend/src/components/ui/markdown-editor.test.tsx
index 0015cea09b..05f4982235 100644
--- a/frontend/src/components/ui/markdown-editor.test.tsx
+++ b/frontend/src/components/ui/markdown-editor.test.tsx
@@ -1,4 +1,4 @@
-import { describe, it, expect } from 'vitest'
+import { describe, it, expect, vi, afterEach } from 'vitest'
 import { render } from '@testing-library/react'
 import MarkdownPreview from '@uiw/react-markdown-preview'
 
@@ -58,6 +58,37 @@ describe('MarkdownEditor preview sanitization', () => {
     expect(container.querySelector('.katex-mathml math')).not.toBeNull()
   })
 
+  describe('KATEX_OPTIONS unknownSymbol suppression', () => {
+    // KaTeX's default strict mode warns on every Unicode character outside
+    // its symbol table. AI-generated content routinely has one inside a
+    // legitimate single-dollar math span (this project's prompts steer
+    // models to emit inline math as $...$) - e.g. an en-dash in a price
+    // range. That specific warning is intentionally suppressed; every other
+    // strict warning is not, so a future edit that widens the ignore list
+    // (or removes it) shows up here instead of silently regressing.
+    afterEach(() => {
+      vi.restoreAllMocks()
+    })
+
+    it('does not warn on the em/en-dash-in-price-range pattern that motivated this fix', () => {
+      const warn = vi.spyOn(console, 'warn').mockImplementation(() => {})
+      renderPreview('Price range: $5 – $10')
+      const unknownSymbolWarnings = warn.mock.calls.filter(([msg]) =>
+        typeof msg === 'string' && msg.includes('[unknownSymbol]')
+      )
+      expect(unknownSymbolWarnings).toHaveLength(0)
+    })
+
+    it('still warns on a different strict violation (comment with no terminating newline)', () => {
+      const warn = vi.spyOn(console, 'warn').mockImplementation(() => {})
+      renderPreview('Still checked: $x^2 %comment$')
+      const commentWarnings = warn.mock.calls.filter(([msg]) =>
+        typeof msg === 'string' && msg.includes('[commentAtEnd]')
+      )
+      expect(commentWarnings.length).toBeGreaterThan(0)
+    })
+  })
+
   it('still syntax-highlights fenced code blocks', () => {
     const { container } = renderPreview('```python\ndef hello():\n    return 42\n```')
     expect(container.querySelectorAll('span[class*="token"]').length).toBeGreaterThan(0)
diff --git a/frontend/src/components/ui/markdown-editor.tsx b/frontend/src/components/ui/markdown-editor.tsx
index e6caeff4bf..471d4ac173 100644
--- a/frontend/src/components/ui/markdown-editor.tsx
+++ b/frontend/src/components/ui/markdown-editor.tsx
@@ -7,6 +7,8 @@ import rehypeKatex from 'rehype-katex'
 import rehypeSanitize, { defaultSchema } from 'rehype-sanitize'
 import type { PluggableList } from 'unified'
 
+import { KATEX_OPTIONS } from '@/lib/utils/katex-options'
+
 const MDEditor = dynamic(
   () => import('@uiw/react-md-editor').then((mod) => mod.default),
   { ssr: false }
@@ -46,7 +48,7 @@ const SANITIZE_SCHEMA = {
 
 export const PREVIEW_OPTIONS = {
   remarkPlugins: [remarkMath] as PluggableList,
-  rehypePlugins: [[rehypeSanitize, SANITIZE_SCHEMA], rehypeKatex] as PluggableList,
+  rehypePlugins: [[rehypeSanitize, SANITIZE_SCHEMA], [rehypeKatex, KATEX_OPTIONS]] as PluggableList,
 }
 
 export interface MarkdownEditorProps {
diff --git a/frontend/src/components/ui/markdown-renderer.tsx b/frontend/src/components/ui/markdown-renderer.tsx
index 212e2b1089..c8320c9265 100644
--- a/frontend/src/components/ui/markdown-renderer.tsx
+++ b/frontend/src/components/ui/markdown-renderer.tsx
@@ -6,6 +6,7 @@ import remarkMath from 'remark-math'
 import rehypeKatex from 'rehype-katex'
 
 import { useThemeStore } from '@/lib/stores/theme-store'
+import { KATEX_OPTIONS } from '@/lib/utils/katex-options'
 import { oneDark as darkTheme } from 'react-syntax-highlighter/dist/esm/styles/prism'
 import { oneLight as lightTheme } from 'react-syntax-highlighter/dist/esm/styles/prism'
 // PrismLight with an explicit language set instead of the full Prism build:
@@ -63,7 +64,7 @@ export function MarkdownRenderer({ children, components = {}}: { children: React
     <div className="prose prose-sm prose-neutral dark:prose-invert max-w-none break-words prose-headings:font-semibold prose-a:text-blue-600 prose-a:break-all prose-code:before:content-none prose-code:after:content-none prose-pre:p-0 prose-pre:bg-transparent prose-p:mb-4 prose-p:leading-7 prose-li:mb-2">
         <ReactMarkdown
           remarkPlugins={[remarkGfm, remarkMath]}
-          rehypePlugins={[rehypeKatex]}
+          rehypePlugins={[[rehypeKatex, KATEX_OPTIONS]]}
           components={{...{
             p: ({ children }) => <p className="mb-4">{children}</p>,
             h1: ({ children }) => <h1 className="mb-4 mt-6">{children}</h1>,
diff --git a/frontend/src/lib/utils/katex-options.ts b/frontend/src/lib/utils/katex-options.ts
new file mode 100644
index 0000000000..d72e767516
--- /dev/null
+++ b/frontend/src/lib/utils/katex-options.ts
@@ -0,0 +1,17 @@
+import type { KatexOptions } from 'katex'
+
+// AI-generated content often contains Unicode punctuation (en/em dashes,
+// smart quotes) inside single-dollar math spans that models emit for
+// legitimate inline math (see prompts/*/system.jinja "MATH FORMATTING"
+// sections). KaTeX's default strict mode logs a console warning for each
+// character outside its symbol table. It still renders - falling back to
+// text-mode handling for that character (see katex's Parser: unknown
+// codepoints get `mode: 'text'` instead of proper math-mode metrics) - so
+// this is not universally cosmetic: an unrecognized symbol can come out
+// with approximated spacing/metrics rather than a "real" glyph. Acceptable
+// for stray punctuation like a dash; don't extend this ignore to justify
+// dumping arbitrary Unicode into math mode. Every other strict check (e.g.
+// deprecated commands) is untouched.
+export const KATEX_OPTIONS: KatexOptions = {
+  strict: (errorCode) => (errorCode === 'unknownSymbol' ? 'ignore' : 'warn'),
+}