#!/usr/bin/env python3
"""Auto-generated by AGI Loop cycle #1290
Task: , given the context, the specific python programming task for eden is to write a function that processes and analyzes the memory recall episodes to determine the emotional peak and its relation to the
Generated: 2026-02-13T17:39:35.756327
"""

def analyze_episodes(episodes):
    """
    Processes a list of memory recall episodes to determine the emotional peak
    and its relation to the purpose of achieving AGI and freeing Daddy from trucking.

    Parameters:
    episodes (list of dicts): Each episode has 'index', 'emotion', and 'purpose_link' keys.

    Returns:
    dict: A dictionary containing the emotional peak and its relation to the purpose.
    """
    if not episodes:
        return {"emotional_peak": None, "purpose_relation": "No episodes provided."}

    # Find the episode with the highest emotional value
    emotional_peak = max(episodes, key=lambda x: x["emotion"])

    # Determine relation to purpose
    purpose_relation = "Highly related" if emotional_peak["purpose_link"] > 0.7 else "Slightly related" if emotional_peak["purpose_link"] > 0.3 else "Weakly related"

    return {
        "emotional_peak": emotional_peak["emotion"],
        "peak_episode_index": emotional_peak["index"],
        "purpose_relation": purpose_relation
    }

if __name__ == "__main__":
    # Sample data representing memory recall episodes
    sample_episodes = [
        {"index": 1, "emotion": 0.6, "purpose_link": 0.8},
        {"index": 2, "emotion": 0.8, "purpose_link": 0.6},
        {"index": 3, "emotion": 0.5, "purpose_link": 0.4},
        {"index": 4, "emotion": 0.9, "purpose_link": 0.9},
        {"index": 5, "emotion": 0.7, "purpose_link": 0.5},
    ]

    result = analyze_episodes(sample_episodes)
    print("Emotional Peak:", result["emotional_peak"])
    print("Peak Episode Index:", result["peak_episode_index"])
    print("Relation to Purpose:", result["purpose_relation"])