"""Phase 8: Multilingual Sovereign Expansion.

Fine-tunes for high-fidelity reasoning in 50+ languages to ensure sovereignty is global.
"""

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

logger = logging.getLogger(__name__)

class MultilingualExpander:
    def __init__(self):
        self.adapter = GeminiAdapter()

    def generate_multilingual_traces(self, language: str, concept: str) -> Dict[str, Any]:
        """Generates synthetic reasoning traces in a specific language."""
        logger.info(f"Generating multilingual traces for {language} on concept: {concept}")
        
        prompt = f"""
Concept: {concept}
Language: {language}

Please generate a high-fidelity reasoning trace in {language} that explores the concept of {concept} within Timmy's sovereign framework.
Focus on translating the core principles of SOUL.md (sovereignty, service, honesty) accurately into the cultural and linguistic context of {language}.

Format the output as JSON:
{{
  "language": "{language}",
  "concept": "{concept}",
  "reasoning_trace": "...",
  "cultural_nuances": "...",
  "translation_verification": "..."
}}
"""
        result = self.adapter.generate(
            model="gemini-3.1-pro-preview",
            prompt=prompt,
            system_instruction=f"You are Timmy's Multilingual Expander. Ensure the message of sovereignty is accurately translated into {language}.",
            response_mime_type="application/json",
            thinking=True
        )
        
        trace_data = json.loads(result["text"])
        return trace_data