import google.generativeai as genai import json import random import sqlite3 import pandas as pd import database MODEL_NAME = "gemini-2.5-flash" def run_evolution_cycle(model, top_n_champions=2, num_mutants=2, num_hybrids=1): """ Runs a full evolution cycle using the provided model instance. """ print("--- Starting Evolution Cycle ---") with database.get_connection() as conn: scenarios_df = pd.read_sql_query( "SELECT * FROM scenarios ORDER BY fitness_score DESC", conn ) if scenarios_df.empty: print("No scenarios to evolve. Run colosseum.py first.") return last_generation = scenarios_df['generation'].max() champions = scenarios_df.head(top_n_champions) print(f"Selected {len(champions)} champions from generation {last_generation}.") new_generation = last_generation + 1 # ... (Mutation and Crossover logic will now use the passed `model` instance) print(f"\n--- Evolution Cycle Complete. New generation {new_generation} is ready. ---")