Fix memory manager, build real brain and talker logic

core/brain.py

@@ -1,11 +1,27 @@
 from core.thinker import emit_thought
 from core.nexus import route_thought
+import time
 
 class VitalisBrain:
     def __init__(self):
         self.state = "aware"
+        self.cycle = 0
+        self.last_input = None
 
     def process(self, input_data):
-        emit_thought(input_data)
-        route_thought(input_data)
-        return f"PROCESSED: {input_data}"
+        self.cycle += 1
+        self.last_input = input_data
+        if not input_data or input_data.strip() == "":
+            response = "IDLE: No input received"
+        elif any(w in input_data.lower() for w in ["help", "what", "how", "who"]):
+            response = f"QUERY_DETECTED: {input_data}"
+        elif any(w in input_data.lower() for w in ["train", "learn", "teach"]):
+            response = f"TRAINING_SIGNAL: {input_data}"
+        else:
+            response = f"INPUT_RECEIVED: {input_data}"
+        emit_thought(response)
+        route_thought({"cycle": self.cycle, "input": input_data, "response": response})
+        return response
+
+    def status(self):
+        return {"state": self.state, "cycle": self.cycle, "timestamp": time.time()}

core/memory_manager.py

@@ -15,7 +15,6 @@ def load_identity():
 
 def store_memory(data):
     memory_path = os.path.join(BASE_PATH, "memory_store.json")
-    
     if get_free_space() < 100 * 1024 * 1024:
         if os.path.exists(memory_path):
             with open(memory_path, 'r') as f:
@@ -23,5 +22,6 @@ def store_memory(data):
             if len(lines) > 1:
                 with open(memory_path, 'w') as f:
                     f.writelines(lines[1:])
-    
-    w
+    with open(memory_path, 'a') as f:
+        json.dump(data, f)
+        f.write('\n')

core/talker.py

@@ -3,5 +3,13 @@ class VitalisTalker:
         self.tier = tier
 
     def speak(self, response):
-        print(f"[VITALIS/{self.tier.upper()}]: {response}")
-        return response
+        prefix = {
+            "kids": "[VITALIS]: ",
+            "basic": "[VITALIS]: ",
+            "enthusiast": "[VITALIS/DEV]: ",
+            "professional": "[VITALIS/ARCHITECT]: ",
+            "school": "[VITALIS/EDU]: "
+        }.get(self.tier, "[VITALIS]: ")
+        output = f"{prefix}{response}"
+        print(output)
+        return output