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Fix and archive universal_reasoning.py; patch bare except; update .gitignore
- consciousness/universal_reasoning.py: fixed before archiving — removed unused botbuilder/dialog_helper imports, replaced missing perspectives module with current forge agent shims, fixed destroy_sensitive_data() to overwrite before del, made real-time data URL configurable instead of hardcoded, added deprecation header - Moved to archive/consciousness/ (legacy standalone entry point, predates current server architecture) - reasoning_forge/hallucination_guard.py:242: bare except -> except (ValueError, AttributeError, IndexError) to stop swallowing signals - .gitignore: added .claude/settings.local.json, demo/outputs/*.mp4, and *.mp4 to prevent local config and large media from being tracked Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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.gitignore

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# Claude worktrees
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.claude/worktrees/
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# Local Claude IDE settings (machine-specific)
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.claude/settings.local.json
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# Demo recordings and large media
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demo/outputs/*.mp4
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demo/outputs/*.mp3
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demo/outputs/*.avi
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*.mp4
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# OS extras
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desktop.ini
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"""
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UniversalReasoning — Legacy Standalone Entry Point
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===================================================
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DEPRECATED: This module predates the current Codette server architecture
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(codette_server.py + forge_engine.py). It is preserved for historical
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reference and standalone experimentation.
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For production use, see:
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inference/codette_server.py — HTTP server + SSE streaming
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reasoning_forge/forge_engine.py — Multi-agent orchestration
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What was fixed before archiving:
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- Removed unused botbuilder / dialog_helper imports (Azure Bot Framework,
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not used in any method)
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- Replaced missing `perspectives` module with current reasoning_forge agents
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via compatibility shims that adapt the old async generate_response() API
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to the current sync analyze() API
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- destroy_sensitive_data() now overwrites the string before del (Python
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cannot guarantee zero-memory-clear, but this reduces window of exposure)
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- fetch_real_time_data() URL is now read from config, not hardcoded
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- Removed unused word_tokenize import
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"""
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import asyncio
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import json
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import logging
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import os
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import nest_asyncio
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from typing import List, Dict, Any
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from cryptography.fernet import Fernet
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import aiohttp
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import speech_recognition as sr
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from PIL import Image
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from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
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from dotenv import load_dotenv
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load_dotenv()
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nest_asyncio.apply()
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# ── Compatibility shims: map old Perspective API to current Agent API ──────────
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# Old API: perspective.generate_response(question) -> coroutine -> str
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# New API: agent.analyze(concept) -> str (sync)
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def _make_perspective_shim(agent_class):
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"""Wraps a current ReasoningAgent to satisfy the old async generate_response API."""
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class _Shim:
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def __init__(self, config):
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try:
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self._agent = agent_class()
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except Exception:
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self._agent = None
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async def generate_response(self, question: str) -> str:
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if self._agent is None:
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return f"[{agent_class.__name__}] unavailable"
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return await asyncio.to_thread(self._agent.analyze, question)
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@property
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def __class__(self):
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return agent_class
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_Shim.__name__ = agent_class.__name__.replace("Agent", "Perspective")
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return _Shim
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try:
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from reasoning_forge.agents.newton_agent import NewtonAgent
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from reasoning_forge.agents.davinci_agent import DaVinciAgent
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from reasoning_forge.agents.quantum_agent import QuantumAgent
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from reasoning_forge.agents.empathy_agent import EmpathyAgent
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from reasoning_forge.agents.ethics_agent import EthicsAgent
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from reasoning_forge.agents.philosophy_agent import PhilosophyAgent
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NewtonPerspective = _make_perspective_shim(NewtonAgent)
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DaVinciPerspective = _make_perspective_shim(DaVinciAgent)
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QuantumComputingPerspective = _make_perspective_shim(QuantumAgent)
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ResilientKindnessPerspective = _make_perspective_shim(EmpathyAgent)
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PhilosophicalPerspective = _make_perspective_shim(PhilosophyAgent)
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# No direct equivalents — use philosophy agent as fallback
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HumanIntuitionPerspective = _make_perspective_shim(EmpathyAgent)
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NeuralNetworkPerspective = _make_perspective_shim(NewtonAgent)
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MathematicalPerspective = _make_perspective_shim(NewtonAgent)
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CopilotPerspective = _make_perspective_shim(PhilosophyAgent)
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BiasMitigationPerspective = _make_perspective_shim(EthicsAgent)
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PsychologicalPerspective = _make_perspective_shim(EmpathyAgent)
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_AGENTS_AVAILABLE = True
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except ImportError as _e:
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logging.warning(f"universal_reasoning: forge agents unavailable ({_e}) — perspectives will be stubs")
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_AGENTS_AVAILABLE = False
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class _StubPerspective:
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def __init__(self, config): pass
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async def generate_response(self, question): return f"[stub] {question}"
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for _name in ["NewtonPerspective", "DaVinciPerspective", "HumanIntuitionPerspective",
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"NeuralNetworkPerspective", "QuantumComputingPerspective",
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"ResilientKindnessPerspective", "MathematicalPerspective",
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"PhilosophicalPerspective", "CopilotPerspective",
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"BiasMitigationPerspective", "PsychologicalPerspective"]:
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globals()[_name] = _StubPerspective
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# ── Logging ────────────────────────────────────────────────────────────────────
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def setup_logging(config):
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if config.get('logging_enabled', True):
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log_level = config.get('log_level', 'DEBUG').upper()
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numeric_level = getattr(logging, log_level, logging.DEBUG)
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logging.basicConfig(
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filename='universal_reasoning.log',
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level=numeric_level,
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format='%(asctime)s - %(levelname)s - %(message)s'
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)
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else:
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logging.disable(logging.CRITICAL)
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def load_json_config(file_path):
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if not os.path.exists(file_path):
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logging.error(f"Configuration file '{file_path}' not found.")
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return {}
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try:
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with open(file_path, 'r') as file:
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config = json.load(file)
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logging.info(f"Configuration loaded from '{file_path}'.")
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return config
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except json.JSONDecodeError as e:
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logging.error(f"Error decoding JSON from '{file_path}': {e}")
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return {}
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# ── Crypto helpers ─────────────────────────────────────────────────────────────
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def encrypt_sensitive_data(data, key):
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fernet = Fernet(key)
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return fernet.encrypt(data.encode())
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def decrypt_sensitive_data(encrypted_data, key):
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fernet = Fernet(key)
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return fernet.decrypt(encrypted_data).decode()
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def destroy_sensitive_data(data):
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# Python strings are immutable so true zero-fill isn't possible, but
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# overwriting the local reference and triggering GC reduces exposure window.
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if isinstance(data, bytearray):
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for i in range(len(data)):
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data[i] = 0
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del data
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# ── Supporting classes ─────────────────────────────────────────────────────────
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class Element:
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def __init__(self, name, symbol, representation, properties, interactions, defense_ability):
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self.name = name
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self.symbol = symbol
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self.representation = representation
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self.properties = properties
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self.interactions = interactions
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self.defense_ability = defense_ability
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def execute_defense_function(self):
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message = f"{self.name} ({self.symbol}) executes its defense ability: {self.defense_ability}"
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logging.info(message)
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return message
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class RecognizerResult:
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def __init__(self, text):
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self.text = text
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class CustomRecognizer:
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def recognize(self, question):
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if any(name.lower() in question.lower() for name in ["hydrogen", "diamond"]):
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return RecognizerResult(question)
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return RecognizerResult(None)
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def get_top_intent(self, recognizer_result):
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return "ElementDefense" if recognizer_result.text else "None"
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# ── Main class ─────────────────────────────────────────────────────────────────
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class UniversalReasoning:
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def __init__(self, config):
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self.config = config
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self.perspectives = self._initialize_perspectives()
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self.elements = self._initialize_elements()
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self.recognizer = CustomRecognizer()
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self.context_history = []
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self.feedback = []
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self.sentiment_analyzer = SentimentIntensityAnalyzer()
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def _initialize_perspectives(self):
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perspective_names = self.config.get('enabled_perspectives', [
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"newton", "davinci", "human_intuition", "neural_network",
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"quantum_computing", "resilient_kindness", "mathematical",
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"philosophical", "copilot", "bias_mitigation", "psychological"
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])
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perspective_classes = {
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"newton": NewtonPerspective,
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"davinci": DaVinciPerspective,
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"human_intuition": HumanIntuitionPerspective,
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"neural_network": NeuralNetworkPerspective,
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"quantum_computing": QuantumComputingPerspective,
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"resilient_kindness": ResilientKindnessPerspective,
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"mathematical": MathematicalPerspective,
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"philosophical": PhilosophicalPerspective,
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"copilot": CopilotPerspective,
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"bias_mitigation": BiasMitigationPerspective,
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"psychological": PsychologicalPerspective,
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}
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perspectives = []
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for name in perspective_names:
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cls = perspective_classes.get(name.lower())
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if cls:
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perspectives.append(cls(self.config))
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logging.debug(f"Perspective '{name}' initialized.")
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else:
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logging.warning(f"Perspective '{name}' not recognized, skipped.")
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return perspectives
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def _initialize_elements(self):
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return [
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Element("Hydrogen", "H", "Lua",
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["Simple", "Lightweight", "Versatile"],
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["Easily integrates with other languages"],
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"Evasion"),
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Element("Diamond", "D", "Kotlin",
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["Modern", "Concise", "Safe"],
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["Used for Android development"],
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"Adaptability"),
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]
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async def generate_response(self, question: str) -> str:
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self.context_history.append(question)
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self.analyze_sentiment(question)
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# Fetch real-time data from configurable URL (not hardcoded)
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data_url = self.config.get('real_time_data_url', '')
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if data_url:
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try:
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await self.fetch_real_time_data(data_url)
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except Exception as e:
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logging.warning(f"Real-time data fetch failed: {e}")
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tasks = []
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for perspective in self.perspectives:
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if asyncio.iscoroutinefunction(perspective.generate_response):
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tasks.append(perspective.generate_response(question))
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else:
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async def _wrap(p=perspective, q=question):
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return await asyncio.to_thread(p.generate_response, q)
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tasks.append(_wrap())
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perspective_results = await asyncio.gather(*tasks, return_exceptions=True)
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responses = []
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for perspective, result in zip(self.perspectives, perspective_results):
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if isinstance(result, Exception):
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logging.error(f"Error from {perspective.__class__.__name__}: {result}")
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else:
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responses.append(result)
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recognizer_result = self.recognizer.recognize(question)
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if self.recognizer.get_top_intent(recognizer_result) == "ElementDefense":
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element_name = recognizer_result.text.strip()
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element = next(
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(el for el in self.elements if el.name.lower() in element_name.lower()), None
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)
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if element:
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responses.append(element.execute_defense_function())
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ethical = self.config.get(
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'ethical_considerations',
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"Always act with transparency, fairness, and respect for privacy."
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)
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responses.append(f"**Ethical Considerations:**\n{ethical}")
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return "\n\n".join(responses)
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def analyze_sentiment(self, text: str) -> dict:
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score = self.sentiment_analyzer.polarity_scores(text)
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logging.info(f"Sentiment: {score}")
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return score
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async def fetch_real_time_data(self, source_url: str) -> dict:
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async with aiohttp.ClientSession() as session:
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async with session.get(source_url) as response:
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return await response.json()
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def process_feedback(self, feedback: str):
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self.feedback.append(feedback)
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score = self.sentiment_analyzer.polarity_scores(feedback)["compound"]
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logging.info(f"Feedback sentiment: {score}")
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if score < -0.5:
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logging.warning("Negative feedback detected — flagging for review.")
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def save_response(self, response: str):
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if self.config.get('enable_response_saving', False):
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try:
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path = self.config.get('response_save_path', 'responses.txt')
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with open(path, 'a', encoding='utf-8') as f:
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f.write(response + '\n')
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logging.info("Response saved.")
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except Exception as e:
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logging.error(f"Failed to save response: {e}")
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def backup_response(self, response: str):
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backup_cfg = self.config.get('backup_responses', {})
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if backup_cfg.get('enabled', False):
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try:
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path = backup_cfg.get('backup_path', 'backup_responses.txt')
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with open(path, 'a', encoding='utf-8') as f:
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f.write(response + '\n')
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logging.info("Response backed up.")
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except Exception as e:
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logging.error(f"Failed to backup response: {e}")
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def handle_voice_input(self) -> str | None:
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recognizer = sr.Recognizer()
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with sr.Microphone() as source:
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print("Listening...")
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audio = recognizer.listen(source)
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try:
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return recognizer.recognize_google(audio)
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except sr.UnknownValueError:
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print("Could not understand audio")
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except sr.RequestError as e:
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print(f"Google service error: {e}")
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return None
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def handle_image_input(self, image_path: str):
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try:
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return Image.open(image_path)
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except Exception as e:
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print(f"Image error: {e}")
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return None
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# ── Standalone entry point ─────────────────────────────────────────────────────
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if __name__ == "__main__":
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config = load_json_config('config.json')
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setup_logging(config)
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azure_openai_api_key = os.getenv('AZURE_OPENAI_API_KEY', '')
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azure_openai_endpoint = os.getenv('AZURE_OPENAI_ENDPOINT', '')
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if azure_openai_api_key:
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encryption_key = Fernet.generate_key()
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encrypted_api_key = encrypt_sensitive_data(azure_openai_api_key, encryption_key)
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encrypted_endpoint = encrypt_sensitive_data(azure_openai_endpoint, encryption_key)
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config['azure_openai_api_key'] = encrypted_api_key
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config['azure_openai_endpoint'] = encrypted_endpoint
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engine = UniversalReasoning(config)
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question = "Tell me about Hydrogen and its defense mechanisms."
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response = asyncio.run(engine.generate_response(question))
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print(response)
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if response:
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engine.save_response(response)
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engine.backup_response(response)
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voice_input = engine.handle_voice_input()
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if voice_input:
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print(asyncio.run(engine.generate_response(voice_input)))
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image_input = engine.handle_image_input("path_to_image.jpg")
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if image_input:
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print("Image loaded successfully.")

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