We present a unified framework—Recursive Interplay—which argues that whenever a formal or physical theory encounters a loop anomaly (a self-referential paradox, gauge inconsistency, or undefinable boundary), it must either expand to a higher dimension or embrace a paraconsistent stance. We consolidate Gödel–Löb provability logic, transfinite recursion, and physical anomaly cancellations to demonstrate how each anomaly generates a “dimension-lift” in mathematics or physics, mirroring the necessity behind both reflection schemas in arithmetic and extra dimensions in quantum field theory. We then explore the philosophical resonance of this viewpoint, suggesting that unresolved paradoxes—be they in formal logic, cosmic models, or even the observer–observed tension in consciousness—function as creative catalysts, forcing new vantage points. By assembling rigorous theorems, synergy examples, and speculative links to consciousness and ineffability, these Archival Notes highlight a cross-disciplinary phenomenon: loop anomalies are not terminal failures but generative engines, continuously driving the evolution of theories, from proof axioms to unified physics—and beyond.