Magic as Signature Practice: An Informational Engineering Model in a Causal-Symmetric Framework

A formal model proposes that structured initiatory or esoteric practices can produce reliable inner transformation through lawful informational interventions rather than supernatural causation. The framework describes a five-operator kernel involving symbolic mediation, bounded correspondence, attentional stabilization, stage-indexed invariants, and reflexive fixpoint audit. These protocols inject signature information into an agent's state distribution, driving relaxation toward stage attractors. The model generates concrete, falsifiable predictions testable with preregistered three-arm designs comparing congruent protocols, diagnosis-mismatch protocols, and context-only controls. Predictions include monotone diagnostic moderation, stage-specific early-signature ordering, operator necessity via ablations, and an authenticity threshold based on calibrated invariants and bounded distortion. This approach turns magic into an experimentally decidable hypothesis about informational state engineering.

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Abstract

Magic as Signature Practice: An Informational Engineering Model in a Causal-Symmetric Framework develops a formal, testable account of why structured initiatory or esoteric practices can produce reliable inner transformation without appealing to supernatural causation. The paper reframes “magic” as a lawful informational intervention within a coupled agent–environment system. At its core is a five-operator kernel (L, F, A, I, R): symbolic mediation (L), bounded correspondence (F_k), attentional stabilization (A), stage-indexed invariants (I_k), and reflexive fixpoint audit (R). Protocols are modeled as operator sequences that inject carrier-equivalent signature information δI_Q into an agent’s state distribution ρ_A, driving relaxation toward stage attractors σ_k^Z. The framework sharply separates context effects (C) from signature add-on effects, while emphasizing that signature information still operates through meaning-mediated endogenous updates. What is special and unique here is the discriminative experimental program the model enables. Instead of debating “belief vs. illusion,” the paper derives concrete predictions that can be falsified with preregistered three-arm designs: a congruent protocol Q_c, a diagnosis-mismatch protocol Q_m with identical carriers and context, and a context-only control C. The model predicts (i) monotone diagnostic moderation, (ii) stage-specific early-signature ordering, (iii) operator necessity via ablations, and (iv) an authenticity threshold captured by an audit-ready lineage index A_u based on calibrated invariants and bounded distortion. These interaction patterns provide a clear separator from rival accounts based solely on predictive processing or placebo-like expectancy. By integrating independent evidence from ritual psychology, active inference, meaning response, meditation neuroscience, and semiotics, the paper motivates the operator kernel as a minimal candidate mechanism—then commits to tests that can confirm or reject it. In short: this work turns “magic” into an experimentally decidable hypothesis about informational state engineering.