Specs for Humans, Broken for Machines: Enter ANSS

Current specification standards were designed for human readers and exploit ambiguity that AI agents cannot tolerate, leading to costly rework when agents misinterpret requirements. ANSS introduces agent-first specification mechanisms—including specialized markup, verifiable invariants, and automated contradiction detection—that reduce iteration cycles from 5-7 rounds to 2-3. As AI agents become primary code-generation tools, machine-readable specifications are no longer optional but essential infrastructure for development reliability.