Codex GPT-5.4's attempt to build a Laravel CRM reveals a surprising lack of file-path awareness, often burying tests in redundant subfolders. While the AI successfully utilizes terminal documentation to fix its own errors, the resulting architecture requires a human 'cleaner' to fix hardcoded passwords and namespace blunders.