diff --git a/.jules/bolt.md b/.jules/bolt.md
index a035da6f..aff90718 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -25,3 +25,6 @@
 ## 2024-05-19 - Pre-compile Regex Patterns in Loop-called Functions
 **Learning:** In `scripts/ci/pr_review_merge_scheduler.py`, the `scrub_sensitive_data` function was repeatedly compiling multiple regex patterns via `re.sub` for every log line or text scrubbed. This incurs measurable overhead due to cache lookups and object recreation in tightly looped string processing.
 **Action:** When using multiple regex replacements inside functions that are called frequently or process large amounts of text, define and pre-compile the regex objects at the module level (e.g., `SENSITIVE_DATA_SCRUB_PATTERNS`) and iterate over them using `pattern.sub()`.
+## 2024-05-19 - Pre-compile Regex Patterns in Loop-called Functions
+**Learning:** In `scripts/ci/noema_review_gate.py`, the `scrub_sensitive_data` function was repeatedly compiling multiple regex patterns via `re.sub` inside the function, executing on every call. This causes measurable overhead due to object recreation when processing large text data or called frequently in a loop.
+**Action:** When using multiple regex replacements inside frequently called functions, define and pre-compile the regex objects at the module level (e.g., `SENSITIVE_DATA_SCRUB_PATTERNS = (...)`) and iterate over them using `pattern.sub()`.
diff --git a/scripts/ci/noema_review_gate.py b/scripts/ci/noema_review_gate.py
index 1e4661b7..34852385 100644
--- a/scripts/ci/noema_review_gate.py
+++ b/scripts/ci/noema_review_gate.py
@@ -33,18 +33,25 @@
 RUNNING_STATES = {"QUEUED", "IN_PROGRESS", "PENDING", "REQUESTED", "WAITING", "EXPECTED"}
 MAX_DIFF_CHARS = 60000
 
+# ⚡ Bolt: Pre-compile regex patterns at the module level to avoid redundant
+# object creation and compilation overhead when scrubbing sensitive data in loops.
+SENSITIVE_DATA_SCRUB_PATTERNS = (
+    (re.compile(r'(?i)(bearer\s+)[^\s"\'\\]+'), r'\1***'),
+    (re.compile(r'(?i)(token\s+)[^\s"\'\\]+'), r'\1***'),
+    (re.compile(r'(?i)\b(?:github_pat_[A-Za-z0-9_]+|gh[pousr]_[A-Za-z0-9_]+)\b'), '***'),
+    (re.compile(r'\b(sk-[A-Za-z0-9_-]+)'), '***'),
+    (re.compile(r'\b(xox[baprs]-[A-Za-z0-9-]+)'), '***'),
+    (re.compile(r'\b(AKIA[0-9A-Z]{16})'), '***'),
+    (re.compile(r'(?i)((?:api[_-]?key|access[_-]?token|refresh[_-]?token|id[_-]?token|client[_-]?secret|password|passwd|secret)\s*[:=]\s*)["\']?[^"\'\s]+["\']?'), r'\1***'),
+)
+
 
 def scrub_sensitive_data(text: str | None) -> str | None:
     """Mask sensitive tokens in text to prevent secret leakage."""
     if not text:
         return text
-    text = re.sub(r'(?i)(bearer\s+)[^\s"\'\\]+', r'\1***', text)
-    text = re.sub(r'(?i)(token\s+)[^\s"\'\\]+', r'\1***', text)
-    text = re.sub(r'(?i)\b(?:github_pat_[A-Za-z0-9_]+|gh[pousr]_[A-Za-z0-9_]+)\b', '***', text)
-    text = re.sub(r'\b(sk-[A-Za-z0-9_-]+)', '***', text)
-    text = re.sub(r'\b(xox[baprs]-[A-Za-z0-9-]+)', '***', text)
-    text = re.sub(r'\b(AKIA[0-9A-Z]{16})', '***', text)
-    text = re.sub(r'(?i)((?:api[_-]?key|access[_-]?token|refresh[_-]?token|id[_-]?token|client[_-]?secret|password|passwd|secret)\s*[:=]\s*)["\']?[^"\'\s]+["\']?', r'\1***', text)
+    for pattern, repl in SENSITIVE_DATA_SCRUB_PATTERNS:
+        text = pattern.sub(repl, text)
     return text