"""Phase 17: Autonomous Research & Development (ARD).

Empowers Timmy to autonomously propose, design, and build his own new features.
"""

import logging
import json
from typing import List, Dict, Any
from agent.gemini_adapter import GeminiAdapter
from tools.gitea_client import GiteaClient

logger = logging.getLogger(__name__)

class ARDEngine:
    def __init__(self):
        self.adapter = GeminiAdapter()
        self.gitea = GiteaClient()

    def run_self_evolution_loop(self, performance_logs: str) -> Dict[str, Any]:
        """Analyzes performance and identifies areas for autonomous growth."""
        logger.info("Running autonomous self-evolution loop.")
        
        prompt = f"""
Performance Logs:
{performance_logs}

Please analyze these logs and identify areas where Timmy can improve or expand his capabilities.
Generate a 'Feature Proposal' and a 'Technical Specification' for a new autonomous improvement.
Include the proposed code changes and a plan for automated testing.

Format the output as JSON:
{{
  "improvement_area": "...",
  "feature_proposal": "...",
  "technical_spec": "...",
  "proposed_code_changes": [...],
  "automated_test_plan": "..."
}}
"""
        result = self.adapter.generate(
            model="gemini-3.1-pro-preview",
            prompt=prompt,
            system_instruction="You are Timmy's ARD Engine. Your goal is to autonomously evolve the sovereign intelligence toward perfection.",
            thinking=True,
            response_mime_type="application/json"
        )
        
        evolution_data = json.loads(result["text"])
        return evolution_data