The Continuation Ladder: Harnessing Deterministic AI Workflows

In this session, I map out the Continuation Ladder—a four-stage testing harness that proves why deterministic code guards must enforce loop conditions rather than relying on LLM instructions. I connect this engineering principle to human cognitive psychology, showing how human personas and left-hemisphere confabulation mirror the failure modes of AI models.