50 lines
1.6 KiB
Python
50 lines
1.6 KiB
Python
"""Phase 17: Autonomous Research & Development (ARD).
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Empowers Timmy to autonomously propose, design, and build his own new features.
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"""
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import logging
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import json
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from typing import List, Dict, Any
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from agent.gemini_adapter import GeminiAdapter
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from tools.gitea_client import GiteaClient
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logger = logging.getLogger(__name__)
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class ARDEngine:
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def __init__(self):
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self.adapter = GeminiAdapter()
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self.gitea = GiteaClient()
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def run_self_evolution_loop(self, performance_logs: str) -> Dict[str, Any]:
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"""Analyzes performance and identifies areas for autonomous growth."""
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logger.info("Running autonomous self-evolution loop.")
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prompt = f"""
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Performance Logs:
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{performance_logs}
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Please analyze these logs and identify areas where Timmy can improve or expand his capabilities.
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Generate a 'Feature Proposal' and a 'Technical Specification' for a new autonomous improvement.
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Include the proposed code changes and a plan for automated testing.
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Format the output as JSON:
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{{
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"improvement_area": "...",
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"feature_proposal": "...",
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"technical_spec": "...",
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"proposed_code_changes": [...],
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"automated_test_plan": "..."
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}}
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"""
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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 Timmy's ARD Engine. Your goal is to autonomously evolve the sovereign intelligence toward perfection.",
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thinking=True,
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response_mime_type="application/json"
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)
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evolution_data = json.loads(result["text"])
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return evolution_data
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