Update readme.txt

Code updates for dual AI/CPOL concept.

Author: ELXaber

Project_Andrew/old/new/readme.txt

@@ -31,6 +31,38 @@ class DualCPOL_System:
             return safe_fallback()
         return reconciled
 
+
+class DualCPOLCoordinator:
+    def __init__(self, shared_memory, node_id="Observer_Anchor"):
+        self.observer = CPOLQuantumManifold(...)   # Persistent, low cycle
+        self.actor = CPOLQuantumManifold(...)      # Volatile, higher cycle
+        
+        self.mesh = MeshCoordinator(node_id, node_tier=0, shared_memory=shared_memory)
+        
+        # Observer is authoritative
+        self.observer.node_tier = 0
+        self.actor.node_tier = 1
+
+    def step(self, sensor_data, user_intent):
+        # Actor proposes action
+        actor_result = self.actor.run(...)  
+        
+        # Observer validates against ethics + identity
+        observer_state = self.observer.run(...)  
+        
+        if not self._ethics_pass(observer_state):
+            self._force_correction(actor_result)
+            return safe_fallback()
+        
+        # Reconcile and ratchet if needed
+        reconciled = self._reconcile(observer_state, actor_result)
+        
+        # Broadcast correction if drift was significant
+        if self._drift_detected(...):
+            self.mesh.broadcast_ratchet({...}, shared_memory)
+            
+        return reconciled
+
 ---
 
 2. Verified Human Social Media Plug Concept: