Why Your AI Assistant Needs an Executable Contract, Not Just a Prompt

As AI agents transition from simple chat interfaces to autonomous engineering partners, relying on ambiguous prose and tribal knowledge becomes a critical failure point. Establishing executable CLI protocols ensures that agents can verify their actions against a stable contract, preventing the accidental destruction of system architecture.