feat: add Meta-Reasoning Layer
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47
agent/meta_reasoning.py
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47
agent/meta_reasoning.py
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"""Meta-Reasoning Layer for Hermes Agent.
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Implements a sovereign self-correction loop where a 'strong' model (Gemini 3.1 Pro)
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critiques the plans generated by the primary agent loop before execution.
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"""
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import logging
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from typing import Any, Dict, List, Optional
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from agent.gemini_adapter import GeminiAdapter
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logger = logging.getLogger(__name__)
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class MetaReasoningLayer:
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def __init__(self):
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self.adapter = GeminiAdapter()
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def critique_plan(self, goal: str, proposed_plan: str, context: str) -> Dict[str, Any]:
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"""Critiques a proposed plan using Gemini's thinking capabilities."""
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prompt = f"""
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Goal: {goal}
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Context:
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{context}
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Proposed Plan:
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{proposed_plan}
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Please perform a deep symbolic and neuro-symbolic analysis of this plan.
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Identify potential risks, logical fallacies, or missing steps.
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Suggest improvements to make the plan more sovereign, cost-efficient, and robust.
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"""
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try:
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result = self.adapter.generate(
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model="gemini-3.1-pro-preview",
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prompt=prompt,
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system_instruction="You are a Senior Meta-Reasoning Engine for the Hermes Agent. Your goal is to ensure the agent's plans are flawless and sovereign.",
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thinking=True,
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thinking_budget=8000
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)
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return {
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"critique": result["text"],
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"thoughts": result.get("thoughts", ""),
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"grounding": result.get("grounding")
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}
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except Exception as e:
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logger.error(f"Meta-reasoning failed: {e}")
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return {"critique": "Meta-reasoning unavailable.", "error": str(e)}
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