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This written evidence is submitted on behalf of a multidisciplinary University of Southampton team, whose findings draw on the Talking Itchen outreach project, an eight-session programme in which three PhD students worked with nineteen home-schooled neurodivergent children aged seven to fifteen. Spanning the disciplines of AI, electronics, and law, the project centred on river conservation activities in Southampton and gave the University team direct, hands-on experience of the practical realities of working with neurodivergent children, as well as the considerable challenges parents face in delivering a high-quality home education. The evidence addresses four key questions concerning AI and EdTech in home education, with particular focus on neurodivergent learners, examining both the regulatory landscape and the practical ways in which artificial intelligence can be harnessed to support them.
The core finding is that AI holds significant potential to personalise and enrich learning for this group, but that this potential is currently undermined by three structural gaps: the absence of AI guidance in existing Department for Education materials for home-educating parents; the lack of any funding framework to support AI access or parental training; and the influence of parental attitudes, including misinformation exposure and concerns about sustainability, on children's engagement with these tools. The Talking Itchen project demonstrated that contextualised, community-based AI introduction, which is grounded in purposes children already care about, is considerably more effective than abstract technology first approaches, and that neurodivergent learners respond particularly well to self-directed, interest-led environments of this kind.
The authors make four principal recommendations:
Dr Jan Buermann, Enterprise Fellow within the School of Electronics and Computer Science, University of Southampton, whose work sits at the intersection of sustainability, artificial intelligence, and marine governance
Ms Angelina Spilnyk, PhD researcher within the SustAI Centre for Doctoral Training.
Mr Andrei Sontea is a PhD Student within the SustAI Centre for Doctoral Training, with a research focus on AI for Biodiversity.
Mr Yaseen Mohammed Osman, PhD Student at the University of Southampton, with a research focus
on investigating novel techniques to enable lighter and faster large language models (LLMs)
to run on edge devices for a more sustainable, democratised, private and safer futures.
Mr Tommy Tham, Enterprise Fellow, School of Electronics and Computer Science, University of Southampton.

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