"""
"""

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates Python code recursively and mutates it"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Recursively generates AST nodes"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
            test = ast.Num(n=random.randint(1, 10))
            body = [self.generate_code(depth + 1)]
            orelse = [] if random.random() < 0.5 else [ast.Pass()]
            return ast.If(test=test, bodies=[body], orelses=orelse)
        
            func_name = random.choice(['calculate', 'analyze', 'improve'])
            args = [self.generate_code(depth + 1)]
            return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutates an existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
            node.s = ''.join(random.choices('abcdefg', k=5))
            return node
        
                # Mutate loop body
                    return node
                
                
                true_branch = [self.generate_code(depth + 1)]
            
                # Add conditional branch
                    false_branch = [ast.Pass()]
                    node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                    return node
                
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolves a node through mutation and reproduction"""
        current_node = original_node
        
            # Attempt mutations
            mutated_nodes = []
            
            
                
            # Select fittest (in terms of valid syntax)
            selected_node = current_node
            
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generates valid Python code with error handling"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    # Generate and mutate code
    initial_tree = ast.Module(body=[generator.generate_code()])
    
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        compiled = compile(evolved_tree, filename='<ast>', mode='exec')
        code = ast.unparse(evolved_tree).strip()
import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
            test = ast.Num(n=random.randint(1, 10))
            body = [self.generate_code(depth + 1)]
            orelse = [] if random.random() < 0.5 else [ast.Pass()]
            return ast.If(test=test, bodies=[body], orelses=orelse)
        
            func_name = random.choice(['calculate', 'analyze', 'improve'])
            args = [self.generate_code(depth + 1)]
            return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
            node.s = ''.join(random.choices('abcdefg', k=5))
            return node
        
                # Mutate loop body
                    return node
                
                
                true_branch = [self.generate_code(depth + 1)]
            
                # Add conditional branch
                    false_branch = [ast.Pass()]
                    node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                    return node
                
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
            test = ast.Num(n=random.randint(1, 10))
            body = [self.generate_code(depth + 1)]
            orelse = [] if random.random() < 0.5 else [ast.Pass()]
            return ast.If(test=test, bodies=[body], orelses=orelse)
        
            func_name = random.choice(['calculate', 'analyze', 'improve'])
            args = [self.generate_code(depth + 1)]
            return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
            node.s = ''.join(random.choices('abcdefg', k=5))
            return node
        
                # Mutate loop body
                    return node
                
                
                true_branch = [self.generate_code(depth + 1)]
            
                # Add conditional branch
                    false_branch = [ast.Pass()]
                    node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                    return node
                
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
            test = ast.Num(n=random.randint(1, 10))
            body = [self.generate_code(depth + 1)]
            orelse = [] if random.random() < 0.5 else [ast.Pass()]
            return ast.If(test=test, bodies=[body], orelses=orelse)
        
            func_name = random.choice(['calculate', 'analyze', 'improve'])
            args = [self.generate_code(depth + 1)]
            return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
            node.s = ''.join(random.choices('abcdefg', k=5))
            return node
        
                # Mutate loop body
                    return node
                
                
                true_branch = [self.generate_code(depth + 1)]
            
                # Add conditional branch
                    false_branch = [ast.Pass()]
                    node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                    return node
                
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
            test = ast.Num(n=random.randint(1, 10))
            body = [self.generate_code(depth + 1)]
            orelse = [] if random.random() < 0.5 else [ast.Pass()]
            return ast.If(test=test, bodies=[body], orelses=orelse)
        
            func_name = random.choice(['calculate', 'analyze', 'improve'])
            args = [self.generate_code(depth + 1)]
            return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
            node.s = ''.join(random.choices('abcdefg', k=5))
            return node
        
                # Mutate loop body
                    return node
                
                
                true_branch = [self.generate_code(depth + 1)]
            
                # Add conditional branch
                    false_branch = [ast.Pass()]
                    node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                    return node
                
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()

import ast
import random

PHI = 1.618033988749895

class RecursiveCodeGenerator:
    """Generates and mutates Python code recursively"""
    
    def __init__(self):
        self.max_depth = 12
        
    def generate_code(self, depth=0) -> ast.AST:
        """Generate AST from recursion"""
        if depth >= self.max_depth:
            return ast.Num(n=random.randint(1, 100))
        
        choice = random.random()
            
            op_choices = [ast.Add(), ast.Sub(), ast.Mult(), ast.Div()]
            selected_op = random.choice(op_choices)
            left = self.generate_code(depth + 1)
            right = self.generate_code(depth + 1)
            return ast.BinOp(left=left, op=selected_op, right=right)
        
        test = ast.Num(n=random.randint(1, 10))
        body = [self.generate_code(depth + 1)]
        orelse = [] if random.random() < 0.5 else [ast.Pass()]
        return ast.If(test=test, bodies=[body], orelses=orelse)
        
        func_name = random.choice(['calculate', 'analyze', 'improve'])
        args = [self.generate_code(depth + 1)]
        return ast.Expr(value=ast.Call(func=ast.Name(id=func_name), args=args, keywords=[]))
    
    def mutate(self, node) -> ast.AST:
        """Mutate existing AST node"""
            
            node.n += random.randint(-20, 20)
            return node
        
        node.s = ''.join(random.choices('abcdefg', k=5))
        return node
        
            # Mutate loop body
                return node
            
            
            true_branch = [self.generate_code(depth + 1)]
        
            # Add conditional branch
                false_branch = [ast.Pass()]
                node.body = [ast.If(test=ast.Num(n=0), bodies=false_branch, orelses=[body])]
                return node
            
        return node
    
    def evolve(self, original_node, generations=3) -> ast.AST:
        """Evolve through mutation and reproduction"""
        current_node = original_node
        
            mutated_nodes = []
            
            
                
            selected_node = current_node
                    tree = ast.Module(body=[candidate])
                    compiled = compile(tree, filename='<ast>', mode='exec')
                    
                    if len(compiled.co_code) > len(compile(ast.Module(body=[current_node]), filename='', mode='exec').co_code):
                        selected_node = candidate
            
            current_node = selected_node
        
        return current_node
    
    def generate_valid_code(self, depth=3) -> str:
        """Generate valid Python code"""
        tree = ast.Module(body=[self.generate_code(depth)])
        
            compiled = compile(tree, filename='<ast>', mode='exec')
            return ast.unparse(tree)
            return self.generate_valid_code(depth)

if __name__ == "__main__":
    generator = RecursiveCodeGenerator()
    
    initial_tree = ast.Module(body=[generator.generate_code()])
    evolved_tree = generator.evolve(initial_tree, generations=5)
    
        code = ast.unparse(evolved_tree).strip()
        return node
# g8_634