Upload reflection_engine.py

reflection_engine.py

@@ -0,0 +1,28 @@
+
+from typing import List, Dict
+
+class ReflectionEngine:
+    def __init__(self):
+        self.feedback_log = []
+
+    def reflect_on_task(self, task_outputs: List[Dict]) -> str:
+        reflection = []
+        for output in task_outputs:
+            if "✅" in output.get("output", ""):
+                reflection.append(f"Success on '{output['task']}': Task completed as expected.")
+            else:
+                reflection.append(f"Issue with '{output['task']}': Requires attention.")
+        summary = "\n".join(reflection)
+        self.feedback_log.append(summary)
+        return summary
+
+    def suggest_improvements(self, instruction: str) -> List[str]:
+        # Simulated improvement suggestions
+        return [
+            f"Break down '{instruction}' into more specific components.",
+            f"Seek external sources for '{instruction}'.",
+            f"Use existing memory to compare with similar tasks."
+        ]
+
+    def get_feedback_log(self) -> List[str]:
+        return self.feedback_log