diff --git a/scripts/publish_release_notes_to_discourse.py b/scripts/publish_release_notes_to_discourse.py
index 092af67b50..acfff06f68 100644
--- a/scripts/publish_release_notes_to_discourse.py
+++ b/scripts/publish_release_notes_to_discourse.py
@@ -70,6 +70,10 @@ def format_release_content(config: dict[str, str]) -> tuple[str, str]:
         config["RELEASE_BODY"],
     )
 
+    # Convert user mentions to GitHub profile links to avoid Discourse API limit of 10 mentions per post
+    # Replace @username with [@username](https://github.com/username)
+    release_body = re.sub(r"@([\w-]+)", r"[@\1](https://github.com/\1)", release_body)
+
     content = f"""A new release of **{repo_name}** is now available!
 
 ## 📦 Release Information
diff --git a/scripts/test_publish_release_notes.py b/scripts/test_publish_release_notes.py
index e70f01a5b7..24bb747da8 100644
--- a/scripts/test_publish_release_notes.py
+++ b/scripts/test_publish_release_notes.py
@@ -103,7 +103,7 @@ def test_non_pymc_links_unchanged(self):
             "RELEASE_URL": "https://github.com/pymc-devs/pymc/releases/tag/v1.0.0",
         }
 
-        title, content = format_release_content(config)
+        _title, content = format_release_content(config)
 
         # Check that pymc-devs/pymc PR link is formatted
         assert "[#456](https://github.com/pymc-devs/pymc/pull/456)" in content
@@ -144,7 +144,7 @@ def test_already_formatted_links_not_double_formatted(self):
             "RELEASE_URL": "https://github.com/pymc-devs/pymc/releases/tag/v1.0.0",
         }
 
-        title, content = format_release_content(config)
+        _title, content = format_release_content(config)
 
         # Already formatted link should remain unchanged
         assert "[#123](https://github.com/pymc-devs/pymc/pull/123)" in content
@@ -153,3 +153,46 @@ def test_already_formatted_links_not_double_formatted(self):
 
         # Raw link should be formatted
         assert "[#456](https://github.com/pymc-devs/pymc/pull/456)" in content
+
+    def test_user_mentions_converted_to_links(self):
+        """Test that user mentions are converted to GitHub profile links."""
+        release_body = """<!-- Release notes generated using configuration in .github/release.yml at main -->
+
+## What's Changed
+### Major Changes 🛠
+* Bump PyTensor dependency by @ricardoV94 in https://github.com/pymc-devs/pymc/pull/7910
+* Remove deprecated parameter by @williambdean in https://github.com/pymc-devs/pymc/pull/7886
+
+### New Features 🎉
+* Implement feature by @asifzubair in https://github.com/pymc-devs/pymc/pull/7884
+
+### Bugfixes 🪲
+* Fix bug by @tomicapretto in https://github.com/pymc-devs/pymc/pull/7877
+
+## New Contributors
+* @asifzubair made their first contribution in https://github.com/pymc-devs/pymc/pull/7871
+* @user-with-dashes contributed in https://github.com/pymc-devs/pymc/pull/7872
+* @another_user123 helped out in https://github.com/pymc-devs/pymc/pull/7873
+
+**Full Changelog**: https://github.com/pymc-devs/pymc/compare/v5.25.1...v5.26.0"""
+
+        config = {
+            "RELEASE_TAG": "v5.26.0",
+            "REPO_NAME": "pymc-devs/pymc",
+            "RELEASE_BODY": release_body,
+            "RELEASE_URL": "https://github.com/pymc-devs/pymc/releases/tag/v5.26.0",
+        }
+
+        _title, content = format_release_content(config)
+
+        # Check that user mentions are converted to links
+        assert "[@ricardoV94](https://github.com/ricardoV94)" in content
+        assert "[@williambdean](https://github.com/williambdean)" in content
+        assert "[@asifzubair](https://github.com/asifzubair)" in content
+        assert "[@tomicapretto](https://github.com/tomicapretto)" in content
+        assert "[@user-with-dashes](https://github.com/user-with-dashes)" in content
+        assert "[@another_user123](https://github.com/another_user123)" in content
+
+        # Check that PR links are still formatted correctly
+        assert "[#7910](https://github.com/pymc-devs/pymc/pull/7910)" in content
+        assert "[#7886](https://github.com/pymc-devs/pymc/pull/7886)" in content