Children with intellectual disabilities are among the most marginalized individuals in society, and addressing their diverse learning needs remains a persistent challenge. Difficulties in communication, self-care, and cognitive processing typically hinder their educational progress. This conceptual paper explores the hypothetical potential of nanorobotics in brain augmentation as a future assistive tool for cognitive support. These microscopic robots may, in theory, enable precise interaction with neural circuits, potentially aiding memory, learning, and cognitive development through targeted delivery of neuroactive compounds and synaptic enhancement. While grounded in existing theoretical study, this paper does not present experimental evidence but aims to open discussions on emerging technologies and their possible implications for inclusive education.