diff --git a/.galaxyscope.yaml b/.galaxyscope.yaml
index 12e70d5b..60797e3e 100644
--- a/.galaxyscope.yaml
+++ b/.galaxyscope.yaml
@@ -5,7 +5,7 @@ galaxyscope:
     - "vendor/"
     - "gitgalaxy/standards/"
     - "gitgalaxy/security/"
-    - "gitgalaxy/tools/
+    - "gitgalaxy/tools/"
   SARIF_IGNORED_RULES:
     - "GH-1022"
     - "squid-protocol"
\ No newline at end of file
diff --git a/gitgalaxy/galaxyscope.py b/gitgalaxy/galaxyscope.py
index 35c96cd6..39a30f84 100644
--- a/gitgalaxy/galaxyscope.py
+++ b/gitgalaxy/galaxyscope.py
@@ -918,7 +918,6 @@ def execute_pipeline(self, output_file: str = "galaxy.json"):
                     if "risk_vector" in file_data and isinstance(file_data["risk_vector"], list):
                         file_data["risk_vector"] = [0.0] * len(file_data["risk_vector"])
                         
-                    # THE NUCLEAR SCRUB: Annihilate all telemetry except what the 3D map requires
                     if "telemetry" in file_data:
                         file_data["telemetry"] = {
                             "popularity": file_data["telemetry"].get("popularity", 0),
@@ -947,6 +946,8 @@ def execute_pipeline(self, output_file: str = "galaxy.json"):
                         or k.replace("sec_", "") in mitigs
                         or k in ignored_rules
                         or f"sec_{k}" in ignored_rules
+                        or f"GG-SAST-{k.upper()}" in ignored_rules
+                        or f"GG-SAST-{k.replace('sec_', '').upper()}" in ignored_rules
                     ]
                     keys_to_delete_eqs = [
                         k for k in eqs.keys()
@@ -954,6 +955,8 @@ def execute_pipeline(self, output_file: str = "galaxy.json"):
                         or k.replace("sec_", "") in mitigs
                         or k in ignored_rules
                         or k.replace("sec_", "") in ignored_rules
+                        or f"GG-SAST-{k.upper()}" in ignored_rules
+                        or f"GG-SAST-{k.replace('sec_', '').upper()}" in ignored_rules
                     ]
                     
                     for k in keys_to_delete_ts:
@@ -964,6 +967,19 @@ def execute_pipeline(self, output_file: str = "galaxy.json"):
                         if k in eqs:
                             del eqs[k]
 
+            if "GG-AGENT-VULNERABILITY" in ignored_rules or "ai_appsec" in mitigs:
+                if "ai_appsec" in file_data.get("telemetry", {}):
+                    del file_data["telemetry"]["ai_appsec"]
+
+            if "GG-AGENT-GUARDRAIL" in ignored_rules or "ai_guardrails" in mitigs:
+                if "ai_guardrails" in file_data.get("telemetry", {}):
+                    del file_data["telemetry"]["ai_guardrails"]
+                    
+            if file_data.get("is_ml_threat"):
+                ai_class = file_data.get("telemetry", {}).get("domain_context", {}).get("AI Threat Class", "Unknown")
+                if f"GG-ML-{ai_class.upper().replace(' ', '_').replace('/', '')}" in ignored_rules or "ml_threat" in mitigs:
+                    file_data["is_ml_threat"] = False
+
             # ==========================================================
             # PHASE 11: GLOBAL TELEMETRY & METADATA LOCKING
             # ==========================================================