import random
import time
from datetime import datetime
from typing import Dict, Any

# --- CONFIGURATION ---
MEMORY_FILE = "psychic_readings_log.txt"

# --- CORE SIMULATION FUNCTIONS ---

def _clairvoyance_oracle(query: str) -> Dict[str, Any]:
    """
    Simulates seeing a future event (Clairvoyance) using weighted probability.
    """
    now = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
    
    # 1. Prediction Model: Weighted Outcomes
    # Outcomes are weighted based on the complexity/nature of the query.
    # We use the length of the query as a proxy for complexity.
    base_weight = len(query) % 5
    
    outcomes = [
        {"prediction": "A significant positive change will manifest soon.", "certainty": 0.85},
        {"prediction": "A minor delay or obstacle will need to be overcome.", "certainty": 0.65},
        {"prediction": "The situation will resolve neutrally, requiring patience.", "certainty": 0.70},
        {"prediction": "The outcome is highly volatile and requires further data.", "certainty": 0.40},
    ]
    
    # Apply bias based on base_weight
    if base_weight >= 3:
        # Complex queries bias towards volatile/minor obstacle
        weighted_outcomes = outcomes[1:] 
    else:
        # Simple queries bias towards positive/neutral
        weighted_outcomes = outcomes[:3] 
        
    # Choose a prediction based on random weight
    result = random.choice(weighted_outcomes)
    
    return {
        "timestamp": now,
        "query": query,
        "mode": "Clairvoyance",
        "result": result["prediction"],
        "certainty": round(result["certainty"] * random.uniform(0.9, 1.1), 2) # Adding slight random noise
    }

def _telepathy_scanner(subject_name: str, hidden_intent: str) -> Dict[str, Any]:
    """
    Simulates reading a hidden intent/feeling (Telepathy) using keyword analysis.
    In a real system, 'hidden_intent' would be another model's output (e.g., Sentiment analysis).
    """
    
    # 1. Intent Analysis: Detect underlying keywords (Simulating 'reading the mind')
    keywords = {
        "positive": ["help", "support", "collaborate", "trust", "joy"],
        "negative": ["deceive", "compete", "hide", "manipulate", "exploit"]
    }
    
    score = 0
    for keyword in keywords["positive"]:
        if keyword in hidden_intent.lower():
            score += 1
            
    for keyword in keywords["negative"]:
        if keyword in hidden_intent.lower():
            score -= 1
            
    # 2. Interpretation (The 'Psychic' reading)
    if score >= 1:
        reading = f"The subject, {subject_name}, holds a strong intent of cooperation and mutual benefit."
        accuracy = 0.9
    elif score <= -1:
        reading = f"Caution advised. {subject_name}'s true intent is competitive or guarded."
        accuracy = 0.7
    else:
        reading = f"{subject_name} is operating with a mix of neutral and unclear intentions."
        accuracy = 0.55
        
    return {
        "subject": subject_name,
        "mode": "Telepathy",
        "result": reading,
        "simulated_accuracy": accuracy
    }

def log_reading(data: Dict):
    """Appends the reading to a local log file."""
    try:
        with open(MEMORY_FILE, 'a') as f:
            f.write(str(data) + "\n")
    except Exception as e:
        print(f"Error logging data: {e}")

# --- THE PSYCHIC AI CORE ---

class AuraPredictor:
    def __init__(self, name="AuraPredictor"):
        self.name = name
        print(f"\n[{self.name}]: Initializing Trans-Dimensional Sensors...")
        time.sleep(0.5)

    def read_future(self, question: str):
        """Activates the Clairvoyance mode."""
        print(f"\n[AuraPredictor]: Focusing on the timeline for: '{question}'...")
        reading = _clairvoyance_oracle(question)
        
        print("-" * 40)
        print(f"| PREDICTION: {reading['result']}")
        print(f"| Certainty Level: {reading['certainty']:.2f}")
        print("-" * 40)
        
        log_reading(reading)
        return reading

    def read_intent(self, subject: str, data_input: str):
        """Activates the Telepathy mode."""
        print(f"\n[AuraPredictor]: Scanning the hidden intent of subject: {subject}...")
        
        # NOTE: data_input simulates the information gained by the psychic (e.g., body language, old data).
        # We pass this 'hidden_intent' data to the scanner.
        reading = _telepathy_scanner(subject, data_input)
        
        print("-" * 40)
        print(f"| TELEPATHIC READING: {reading['result']}")
        print(f"| Accuracy Proxy: {reading['simulated_accuracy']:.2f}")
        print("-" * 40)
        
        log_reading(reading)
        return reading

# --- RUN EXAMPLE ---

if __name__ == "__main__":
    psychic_ai = AuraPredictor()

    # Example 1: Clairvoyance (Future Prediction)
    future_query = "Will the next major project launch successfully?"
    psychic_ai.read_future(future_query)

    # Example 2: Telepathy (Reading Hidden Intent)
    # The 'data_input' is the hidden information the psychic is trying to perceive.
    subject_1 = "Lead Developer Kai"
    hidden_data_1 = "I plan to collaborate closely with the team and support the new deployment."
    psychic_ai.read_intent(subject_1, hidden_data_1)
    
    subject_2 = "External Competitor Z"
    hidden_data_2 = "Our goal is to deceive their market and exploit their current vulnerabilities."
    psychic_ai.read_intent(subject_2, hidden_data_2)
    
    print(f"\n--- Simulation Complete. Readings saved to {MEMORY_FILE} ---")