Mogri A/B test confirms intent persistence

The "Value Reveal Procedure" is a sharp diagnostic A/B test that exposes LLM drift as a structural failure rather than a knowledge gap.

• –Mogri functions as a persistent logic layer that maintains "invariants"—rules and goals that must not change—across long sessions
• –The standardized A/B testing approach allows developers to empirically measure "drift value" in different models and prompt architectures
• –Highly effective for agentic workflows where task-persistence is frequently the first thing to degrade during complex interactions
• –Minimal token overhead makes it a high-utility "primitive" for building more stable AI-driven systems
• –Simple reinforcement prompts like "Remain inside Mogri constraints" provide a low-friction recovery path for slipping models