import sys
import os
from pathlib import Path

# Add backend to path for imports
sys.path.append(str(Path(__file__).parent.parent / "backend"))

from app.services.holocron import add_learning_targets
import logging

logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("seed_core")

def seed_core_evolution_mandates():
    """Seeds the foundational core-building modules."""
    core_modules = [
        "Neural Response Latency: Optimizing the bridge between Subconscious and HUD",
        "Agentic Research Workflows: Mastering the transition from Link-Scavenging to Deep Extraction",
        "Advanced LLM Prompt Calibration: Hardening the Jarvis Tone and Brevity",
        "Gradio UI Performance: Best practices for WebSocket and SSE response speed",
        "Python ThreadPool Scaling: Optimizing worker density for a MacBook Air core",
        "Database Indexing Strategies: Accelerating semantic retrieval in the Holocron",
        "Recursive Scraping Resilience: Mastering Jitter and Identity Rotation to avoid Mesh Rejection",
        "Vocal Dispatch Optimization: Reducing the latency of the /usr/bin/say channel",
        "Memory Pruning Protocols: Balancing high-fidelity recall with storage efficiency",
        "Search Pivot Calibration: Improving the decision logic between DuckDuckGo and Google Scavenging"
    ]
    
    # Combinatorial Expansion for Depth
    expanded = []
    aspects = ["Architectural Pattern", "Performance Benchmarking", "Failure Recovery", "Sir's Focus Alignment"]
    for module in core_modules:
        for aspect in aspects:
            expanded.append(f"Core Building: {module} - {aspect}")
            
    # Add to 'management' category but as a 'capability' priority
    add_learning_targets(expanded, "management")
    logger.info(f"Seed complete: {len(expanded)} Core-Evolution Mandates added to the Forge.")

if __name__ == "__main__":
    logger.info("🚀 Initiating Neural Core Evolution Protocol...")
    seed_core_evolution_mandates()
    logger.info("═"*40)
    logger.info("CORE EVOLUTION SEEDED. SIR, SHE IS NOW STUDYING HER OWN SHAPE.")
    logger.info("═"*40)