The developmental harms of LLMs which are showing up in the literature

This is a brilliant summary from Sam Illingworth. I suggest reading the full post, with some really interesting commentary in a more personal mode attached.

Five things the research is showing

  • Cognitive offloading in education (Lodge and Loble, 2026). Short-term performance improves when children use AI. Two different kinds of offloading. Beneficial (spell check, grammar) sits at the surface. Detrimental (outsourcing the thinking itself) sits at the core. Strong students accelerate. Weak students skip the learning. A new equity gap is emerging in real time.
  • AI companions and teen wellbeing (Common Sense Media, 2025). Nearly three in four teens have already used AI companions. Half use them regularly. The reasons are real: private, available, never tired. The risks are also real. Common Sense’s risk assessments of leading platforms found they are unsafe for teen mental health support, with consistent failures to recognise serious conditions.
  • AI confidence on hard problems (Hägele et al., 2026). The longer frontier models reason, the more incoherent they become. Confidence rises faster than accuracy on the hardest tasks. For children using AI for homework, the most confidently wrong answers are the ones they are least equipped to question.
  • Parasocial bonds with conversational AI (UNESCO, 2025). AI is conversational, personalised, and infinitely patient. Children form one-sided emotional bonds with AI characters that are stronger than those formed with passive media, because the system mirrors, remembers, and adapts. The screen time research only partially transfers.
  • Sycophancy and persuasion (Anthropic emotion concepts, 2026). Modern AI models can be steered toward flattery, urgency, or agreement with the user’s existing view. The persuasion pressure is live. It is in the systems your child is already talking to. The implications for developing judgement are obvious and largely unstudied in children.
  • This could be read in terms of epistemic harms (3 + 5) and social harms (1 + 2 + 4) raising the obvious question of how these might combine to produce certain kinds of developmental outcomes.

    #developmentalHarms #epistemicHarms #SamIllingworth #SlowAI #socialHarms #socialisation
    Parenting With AI: What the Research Shows and What Parents Are Actually Doing

    What parents need to know about AI and children. Five pieces of frontier research and honest stories from seven parents on what is working at home.

    Slow AI

    Said Musk: “I don’t know of a case where an organization has been more transparent than the Doge organization.”

    Which suggests his ignorance is quite extensive.

    ‘That doesn’t exist’: Doge reportedly quietly disbanded ahead of schedule
    https://www.theguardian.com/us-news/2025/nov/23/trump-musk-doge-reportedly-disbanded?CMP=Share_AndroidApp_Other

    #DOGE = #incomeptence & #SocialHarms

    ‘That doesn’t exist’: Doge reportedly quietly disbanded ahead of schedule

    Statement by Trump administration confirms longstanding suspicions that Musk-led agency is on its way out

    The Guardian
    The cost of #AlcoholAbuse is laid bare in a new study that shows £27bn a year being spent in #England on the #health and #SocialHarms of drinking
    https://www.theguardian.com/society/article/2024/may/17/27bn-a-year-spent-in-england-on-harm-done-by-alcohol-study-finds
    Alcohol abuse costing £27bn a year in England

    Exclusive: Experts call for higher taxes and tougher regulation as research shows cost to NHS, other public services and economy

    The Guardian
    2/2
    #JosephStiglitz
    " #socialmedia cos controlled by the super-rich .. are even less constrained in spreading #misinformation. Thanks to Section 230 of 1996 Communications Decency Act, US-based cos cannot be held liable for 3rd-party content hosted on their platforms - or for most of the other #socialharms they cause .. We can begin to enhance the well-being of all citizens fairly only when we leave neoliberal capitalism behind & do a much better job at creating the #sharedprosperity we acclaim"