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| import difflib | |
| from datetime import datetime | |
| class SelfAwareness: | |
| def __init__(self, ai_instance): | |
| self.ai = ai_instance | |
| self.memory = [] | |
| self.current_model = "" | |
| self.update_logs = [] | |
| def update_self_model(self): | |
| current_state = str(self.ai) | |
| self.memory.append(current_state) | |
| if self.current_model: | |
| diff = self.analyze_diff(self.current_model, current_state) | |
| self.update_model_based_on_diff(diff) | |
| else: | |
| self.current_model = current_state | |
| insights = self.generate_insights(current_state) | |
| self.ai.conversation_context.append({"role": "system", "content": insights}) | |
| def analyze_diff(self, old_state, new_state): | |
| differ = difflib.Differ() | |
| return list(differ.compare(old_state.splitlines(), new_state.splitlines())) | |
| def update_model_based_on_diff(self, diff): | |
| self.current_model = str(self.ai) | |
| impact_analysis = self.analyze_change_impact(diff) | |
| self.log_model_update(impact_analysis) | |
| def analyze_change_impact(self, diff): | |
| additions = [line for line in diff if line.startswith('+')] | |
| deletions = [line for line in diff if line.startswith('-')] | |
| modifications = [line for line in diff if line.startswith('?')] | |
| impact = { | |
| 'additions': len(additions), | |
| 'deletions': len(deletions), | |
| 'modifications': len(modifications) | |
| } | |
| return impact | |
| def generate_insights(self, current_state): | |
| prompt = f"Analyze the following AI state and provide insights:\n\n{current_state}" | |
| return self.ai.generate_response(prompt) | |
| def implement_improvement(self, suggestion): | |
| prompt = f"Implement the following improvement:\n\n{suggestion}" | |
| return self.ai.generate_response(prompt) | |
| def log_model_update(self, impact_analysis): | |
| log_entry = f"Model updated on {datetime.now()}. Impact analysis: {impact_analysis}" | |
| self.update_logs.append(log_entry) | |