diff --git a/book/quarto/config/_quarto-html-vol1.yml b/book/quarto/config/_quarto-html-vol1.yml
index 7999578db5..861660b8a0 100644
--- a/book/quarto/config/_quarto-html-vol1.yml
+++ b/book/quarto/config/_quarto-html-vol1.yml
@@ -22,6 +22,7 @@ project:
   post-render:
     - scripts/clean_svgs.py
     - scripts/resolve_cross_references.py
+    - scripts/fix_lightbox_paths.py
     # Render-truth backstop: fail the build if any unresolved `?@xxx-yyy`
     # literal survives the resolve-cross-references pass. See script header.
     - scripts/verify_rendered_xrefs.py
diff --git a/book/quarto/config/_quarto-html-vol2.yml b/book/quarto/config/_quarto-html-vol2.yml
index d4395bb0cc..ecca3d3fb9 100644
--- a/book/quarto/config/_quarto-html-vol2.yml
+++ b/book/quarto/config/_quarto-html-vol2.yml
@@ -22,6 +22,7 @@ project:
   post-render:
     - scripts/clean_svgs.py
     - scripts/resolve_cross_references.py
+    - scripts/fix_lightbox_paths.py
     # Render-truth backstop: fail the build if any unresolved `?@xxx-yyy`
     # literal survives the resolve-cross-references pass. See script header.
     - scripts/verify_rendered_xrefs.py
diff --git a/book/quarto/scripts/fix_lightbox_paths.py b/book/quarto/scripts/fix_lightbox_paths.py
new file mode 100644
index 0000000000..124077dd9c
--- /dev/null
+++ b/book/quarto/scripts/fix_lightbox_paths.py
@@ -0,0 +1,76 @@
+#!/usr/bin/env python3
+"""
+Post-render step: fix lightbox hrefs for mediabag SVGs.
+
+Quarto's lightbox feature generates <a href="HASH.svg"> for images stored in
+the mediabag directory, but the actual file lives at
+chapter_files/mediabag/HASH.svg. The <img src> inside the anchor is correct;
+only the lightbox href is wrong. This causes a 404 when clicking a figure
+to enlarge it.
+
+This script rewrites each lightbox <a href="HASH.svg"> to use the path from
+the child <img src>, making the enlarged-view link resolve correctly.
+
+Fixes: https://github.com/harvard-edge/cs249r_book/issues/1795
+"""
+
+import re
+import sys
+from pathlib import Path
+
+
+LIGHTBOX_PATTERN = re.compile(
+    r'<a\s+href="([0-9a-f]{20,}\.svg)"(\s+class="lightbox"[^>]*>)'
+    r'(<img\s+src="([^"]+)"[^>]*>)</a>'
+)
+
+
+def fix_lightbox_hrefs(html_path: Path) -> int:
+    text = html_path.read_text(encoding="utf-8")
+    count = 0
+
+    def replacer(m: re.Match) -> str:
+        nonlocal count
+        old_href = m.group(1)
+        attrs = m.group(2)
+        img_tag = m.group(3)
+        img_src = m.group(4)
+        if old_href != img_src:
+            count += 1
+            return f'<a href="{img_src}"{attrs}{img_tag}</a>'
+        return m.group(0)
+
+    new_text = LIGHTBOX_PATTERN.sub(replacer, text)
+    if count > 0:
+        html_path.write_text(new_text, encoding="utf-8")
+    return count
+
+
+def main() -> None:
+    if len(sys.argv) > 1:
+        build_dir = Path(sys.argv[1])
+    else:
+        script_dir = Path(__file__).resolve().parent
+        project_dir = script_dir.parent
+        build_dir = project_dir / "_build"
+        if not build_dir.exists():
+            build_dir = project_dir
+
+    html_files = sorted(build_dir.rglob("*.html"))
+    total_fixes = 0
+    files_fixed = 0
+
+    for html_file in html_files:
+        fixes = fix_lightbox_hrefs(html_file)
+        if fixes > 0:
+            total_fixes += fixes
+            files_fixed += 1
+
+    if total_fixes > 0:
+        print(f"[fix-lightbox] Fixed {total_fixes} lightbox href(s) in {files_fixed} file(s).")
+    else:
+        print("[fix-lightbox] No lightbox mediabag mismatches found.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/slides/tinyml/README-edx-original.md b/slides/tinyml/README-edx-original.md
index 771d59c1fe..dc827daa3f 100644
--- a/slides/tinyml/README-edx-original.md
+++ b/slides/tinyml/README-edx-original.md
@@ -17,7 +17,7 @@ TinyML on edX is designed in four chapters across 3 courses as described below.
 
 ## The TinyMLx Team:
 ### Course Instructors
-+ [Vijay Janapa Reddi](https://scholar.harvard.edu/vijay-janapa-reddi)
++ [Vijay Janapa Reddi](https://vijay.seas.harvard.edu)
 + [Laurence Maroney](http://www.laurencemoroney.com/)
 + [Pete Warden](https://petewarden.com/)
 + [Lara Suzuki](https://larissasuzuki.com/)