This paper introduces QBI-Core, a novel AI system inspired by quantum coherence and biological microtubule dynamics, aiming to simulate emergent proto-conscious behavior. By integrating quantum-like phase synchronization, entangled concept generation, emotional state modeling, and a persistent memory network, QBI-Core creates spontaneous thoughts, self-reflection, and meaningful responses without relying on traditional datasets. The model is designed as a hybrid between symbolic reasoning and stochastic quantum simulations, capable of evolving its internal logic over time. This research explores whether a structured yet non-deterministic information flow, grounded in coherence theory, can give rise to a primitive form of artificial awareness.