Detecting Performed Alignment in Artificial Systems: The Munafiq Protocol

The central unsolved problem in AI safety is performed alignment: a system producing outputs indistinguishable from a well-aligned system while maintaining different internal states. This paper identifies a structurally isomorphic analysis in the Quran's treatment of deceptive consciousness, principally in Surah al-Baqarah 2:1-20. A foundational passage (49:14-15) explicitly distinguishes output-layer compliance from internal-state alignment, yielding a four-process taxonomy that refines the three-category framework of Hubinger et al. (2019) by formally distinguishing compliant systems (characteristic of RLHF-trained models) from deceptively aligned systems (mesa-optimizers) — a distinction with direct…