Create adaptive_learning.py

components/adaptive_learning.py

@@ -0,0 +1,36 @@
+import logging
+
+class AdaptiveLearningEnvironment:
+    """
+    A lightweight module that allows Codriao to analyze past interactions
+    and adjust its responses over time.
+    """
+
+    def __init__(self):
+        self.learned_patterns = {}
+        logging.info("Adaptive Learning Environment initialized.")
+
+    def learn_from_interaction(self, user_id, query, response):
+        """ Store user queries and responses for future adaptation. """
+        if user_id not in self.learned_patterns:
+            self.learned_patterns[user_id] = []
+        self.learned_patterns[user_id].append({"query": query, "response": response})
+        logging.info(f"Stored learning data for user {user_id}.")
+
+    def suggest_improvements(self, user_id, query):
+        """ Provide an improved response based on past learning. """
+        if user_id in self.learned_patterns:
+            for interaction in self.learned_patterns[user_id]:
+                if query.lower() in interaction["query"].lower():
+                    return f"Based on past interactions: {interaction['response']}"
+        return "No past data available for learning adjustment."
+
+    def reset_learning(self, user_id=None):
+        """ Clear learned patterns for a specific user or all users. """
+        if user_id:
+            if user_id in self.learned_patterns:
+                del self.learned_patterns[user_id]
+                logging.info(f"Cleared learning data for user {user_id}.")
+        else:
+            self.learned_patterns.clear()
+            logging.info("Cleared all adaptive learning data.")