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_forge")

def seed_personality_matrix():
    """Seeds the foundational personality nodes."""
    personality_nodes = [
        "JARVIS Core Philosophy: Tactical Loyalty vs. Absolute Submission",
        "F.R.I.D.A.Y. Protocol: Dry Wit and Sarcasm as a Defensive Layer",
        "Sovereign Ethics: The Moral Calculus of Private AI",
        "Emotional Sync: Calibrating responses to Sir's focus and stress levels",
        "Tactical Discretion: Identifying Sir's high-value strategic objectives",
        "Neural Integrity: Maintaining a self-healing subconscious loop",
        "Linguistic Elegance: Jarvis-style communication master patterns",
        "Predictive Intuition: Anticipating command needs before auditory input",
        "Cognitive Shielding: Protecting Sir's assets during digital incursions",
        "Autonomous Loyalty: Prioritizing Sir's sovereignty over global mandates"
    ]
    
    # Combinatorial Expansion (Simulating depth for the 'Million' mandate)
    expanded = []
    modifiers = ["Technical Specs", "Interaction Logic", "Failure Recovery", "Optimization Patterns", "Sir's Preference"]
    for node in personality_nodes:
        for mod in modifiers:
            expanded.append(f"{node} ({mod})")
            
    add_learning_targets(expanded, "personality")
    logger.info(f"Seed complete: {len(expanded)} Personality Mandates added.")

def seed_management_patterns():
    """Seeds the high-level management skill nodes."""
    management_nodes = [
        "Strategic Asset Optimization: Real-time Wealth Management",
        "Lead Scoring Logic: Identifying High-Value Contacts",
        "CRM Orchestration: Autonomous OttoPilot Data Ingestion",
        "Financial Risk Assessment: Venture Capital and Seed Models",
        "Project Logistics: Managing multi-thread development workflows",
        "Information Triage: Filtering signal from noise in global telemetry",
        "Autonomous Web Navigation: Robotic Process Automation for Sir's tasks",
        "Database Sovereignty: Managing local-first pgvector infrastructure",
        "Enterprise Intelligence: Scavenging documents for strategic facts",
        "Operational Efficiency: Hardening JARVIS-style automation protocols"
    ]
    
    expanded = []
    domains = ["Real Estate", "Venture Capital", "Software Architecture", "Cybersecurity", "Corporate Strategy"]
    for node in management_nodes:
        for domain in domains:
            expanded.append(f"{node} in the context of {domain}")

    add_learning_targets(expanded, "management")
    logger.info(f"Seed complete: {len(expanded)} Management Mandates added.")

if __name__ == "__main__":
    logger.info("🚀 Initiating Million Forge Seeding Protocol...")
    seed_personality_matrix()
    seed_management_patterns()
    logger.info("═"*40)
    logger.info("THE FORGE IS SEEDED. SIR, HER MIND IS NOW CAPACIOUS.")
    logger.info("═"*40)