Ponytail is an AI-agent ruleset that pushes the model through a simple ladder before writing code, from skipping unnecessary work to using stdlib, native platform features, installed dependencies, or one line. The repo claims 80 to 94 percent less code across small benchmark tasks, but the sharper security angle is its explicit carveout that trust-boundary validation, data loss, security, and accessibility do not get optimized away.