diff --git a/.jules/bolt.md b/.jules/bolt.md
index a337772..6d4e7ed 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -22,3 +22,7 @@
 ## 2024-06-16 - Parallelize Subprocess CLI Calls
 **Learning:** Sequential, synchronous execution of `subprocess.run` (like calling the GitHub CLI) across multiple items (like PRs) is a significant I/O bottleneck.
 **Action:** Use `concurrent.futures.ThreadPoolExecutor` with `functools.partial` and `executor.map` to safely parallelize I/O-bound subprocess executions, significantly reducing overall script runtime.
+
+## 2024-05-16 - Module-level Constants for Performance
+**Learning:** Recreating static dictionaries (like severity mappings and icons) inside frequently called functions causes unnecessary memory allocations and slight performance overhead on every call.
+**Action:** Extract static dictionaries to module-level constants to ensure they are instantiated only once when the module is loaded.
diff --git a/scanner/cli/vibesec.py b/scanner/cli/vibesec.py
index 89c5584..eddad2e 100644
--- a/scanner/cli/vibesec.py
+++ b/scanner/cli/vibesec.py
@@ -602,21 +602,24 @@ def _scan_file(file_path: Path, base_path: Path):
 
     return findings
 
+
+# ⚡ Bolt: Move severity mappings to module level to avoid redundant
+# dictionary allocations on every call to print scan results.
+SEVERITY_ORDER = {"CRITICAL": 0, "HIGH": 1, "WARNING": 2, "INFO": 3}
+SEVERITY_ICONS = {
+    "CRITICAL": "🔴 CRITICAL",
+    "HIGH": "🟠 HIGH",
+    "WARNING": "🟡 WARNING",
+    "INFO": "🔵 INFO",
+}
+
 def _print_scan_results(findings, files_scanned):
-    severity_order = {"CRITICAL": 0, "HIGH": 1, "WARNING": 2, "INFO": 3}
-    findings.sort(key=lambda f: severity_order.get(f["severity"], 99))
-
-    severity_icons = {
-        "CRITICAL": "🔴 CRITICAL",
-        "HIGH": "🟠 HIGH",
-        "WARNING": "🟡 WARNING",
-        "INFO": "🔵 INFO",
-    }
+    findings.sort(key=lambda f: SEVERITY_ORDER.get(f["severity"], 99))
 
     counts = {"CRITICAL": 0, "HIGH": 0, "WARNING": 0, "INFO": 0}
     for f in findings:
         counts[f["severity"]] += 1
-        icon = severity_icons.get(f["severity"], f["severity"])
+        icon = SEVERITY_ICONS.get(f["severity"], f["severity"])
         print(f"[{icon}] {f['file']}:{f['line']}")
         print(f"  Rule: {f['rule_id']}")
         print(f"  {f['message']}")