This paper introduces the Law of Conserved Informational Dynamics (LCID), a speculative theoretical framework that extends gravitational theory by proposing that internal structure and environmental context modulate gravitational interaction. Rather than replacing classical physics, LCID reframes gravity as an informational relationship between mass, coherence, and medium. The model introduces two novel coefficients—\( C_{\phi} \) (phase coherence) and \( \mu \) (medium modulation)—to quantify these effects. While observationally consistent with known phenomena, LCID remains an interpretive lens until testable predictions and empirical metrics are operationalized. This work aims to inspire interdisciplinary dialogue at the intersection of physics, thermodynamics, and complexity science.