The article critiques the concept of "Scalable Agency" in AI, arguing that it fails to overcome Brooks' Law and the complexities of software engineering. Despite claims of AI's potential to revolutionize system design, the paper presents unconvincing results and highlights persistent challenges in coordination and understanding among agents. Ultimately, it suggests that AI remains limited to optimizing existing systems rather than creating new ones.