This chapter introduces the Abandoned Neural Bamboos Framework (ANBF) as a neurocognitive model explaining systematic failure in process-based learning despite the availability of motivation and external resources. The chapter defines the Abandoned Neural Bamboos Syndrome (ANBS) as the premature disengagement from skill acquisition caused by a mismatch between external learning tools and insufficiently developed internal Neural Assets. ANBF positions Neural Assets as the core infrastructural requirement for sustained effort, emphasizing that learning depends on the gradual formation of stable, task-specific neural circuits rather than on intention or access alone.
The chapter articulates the mechanistic basis of ANBS through effort-based decision-making systems, highlighting the role of anterior cingulate and medial frontal networks, dopaminergic modulation, and fatigue-related network dynamics. It conceptualizes disengagement as the activation of an evolutionarily conserved Release Mechanism that prioritizes energy preservation when perceived effort outweighs anticipated gains.
The framework integrates neuroplasticity theory, motivational neuroscience, and the Zone of Proximal Development (ZPD), locating the emergence of ANBS at the early boundary of the ZPD where Neural Assets are not yet formed. Within this window, external scaffolding—particularly social presence and mentorship—temporarily offsets neural cost, allowing asset construction to begin. The chapter establishes ANBF as a structural explanation for unactualized tools across educational, athletic, and skill-development contexts, and positions it as a foundation for designing learning systems that synchronize external support with neural readiness.