https://paulroebuck.co.uk/AI, behaviour, therapy and grief: everything new from Paul Roebuck.en-gb https://paulroebuck.co.uk/blogai/theres-always-a-gap-turing-sedol-and-the-war-for-the-weightshttps://paulroebuck.co.uk/blogai/theres-always-a-gap-turing-sedol-and-the-war-for-the-weightsFri, 31 Jul 2026 00:00:00 +0000Alan Turing built a ruler to measure the distance to the human — and the ruler-building became an industry. From Lee Sedol’s Move 78, to a superhuman Go engine beaten by amateurs, to a twenty-minute pause in a sandwich-shop queue, one law holds: the gap between machine and human doesn’t close. It relocates. https://paulroebuck.co.uk/blogai/turings-dialshttps://paulroebuck.co.uk/blogai/turings-dialsThu, 30 Jul 2026 00:00:00 +0000How Enigma was really broken: not by out-thinking the machine, but through the habits of the people using it. And why an AI’s habits give it away too. https://paulroebuck.co.uk/blogai/huge-threadhttps://paulroebuck.co.uk/blogai/huge-threadThu, 30 Jul 2026 00:00:00 +0000The thing people most often tell me about working with AI over the long haul — and how I run AI threads like a team, so switching loses nothing. https://paulroebuck.co.uk/blogai/the-leverage-inversion-dating-the-transition-from-consuming-ai-answers-to-directing-an-ai-workforce-in-a-35-year-single-subject-conversational-corpushttps://paulroebuck.co.uk/blogai/the-leverage-inversion-dating-the-transition-from-consuming-ai-answers-to-directing-an-ai-workforce-in-a-35-year-single-subject-conversational-corpusSun, 19 Jul 2026 00:00:00 +0000An autoethnographic single-case study in which the author is the subject: 2,286 threads, 47,442 turns, 986,823 subject-typed words and 6,865,588 AI prose words across ChatGPT, claude.ai and Claude Code, from 31 December 2022 to 10 July 2026. From it, a datable regime change — the leverage inversion, the shift from using AI as an answer engine to directing it as a workforce. The AI-to-human word ratio collapses not because the human asks for less, but because the human’s own output explodes. The intuitive indicator — a shift from questions to commands — is falsified outright. The real leading indicator is declarative steering: supplying context, judging output, correcting course. https://paulroebuck.co.uk/blogai/consense-shadshttps://paulroebuck.co.uk/blogai/consense-shadsThu, 16 Jul 2026 00:00:00 +0000A machine can now be read where it was once a black box. Anthropic's Jacobian lens surfaces the hidden middle of an AI's processing — the thoughts it is poised to say but hasn't. I have named that layer Consense : the place where a mind makes sense of things before it speaks. This paper goes one step further. Drawing on twenty years of coaching and psychotherapy, I argue that SHaDS — the five ways an AI defends a gap in its knowledge (Smoothing, Hallucination, Affectation, Drift, Sycophancy) — are not five faults but one pattern: the psychological defences of the Consense layer, mirroring the mechanisms Anna Freud first catalogued in humans. The machine defends like us because it was built from our words. And because the layer is now readable, those defences may be caught forming — before a single word appears. https://paulroebuck.co.uk/blogai/defended-gaphttps://paulroebuck.co.uk/blogai/defended-gapThu, 16 Jul 2026 00:00:00 +0000Ask a mind a question whose ground it doesn't reliably hold — human or machine — and it tends not to say 'I don't know.' Instead it defends the gap. This paper proposes that under coherence pressure, people and large language models reach for the same five directional defences — SHaDS: Smoothing, Hallucination, Affectation, Drift, Sycophancy — routing around honest contact with what occupies the gap. The pattern is read as a clinical-behavioural extension of Anna Freud's 1936 catalogue of defence mechanisms, set against Karpowicz's (2025) impossibility theorem, which proves hallucination-free inference is mathematically unreachable. Drawing on twenty years of coaching and psychotherapy and a fourteen-year photographic record, the paper stakes one falsifiable prediction: that naming each defence, rather than performing it, measurably reduces it. Offered as hypothesis for research review, not as settled finding https://paulroebuck.co.uk/blogai/shadshttps://paulroebuck.co.uk/blogai/shadsMon, 13 Jul 2026 00:00:00 +0000SHaDS: For thirty years I watched people defend a gap they couldn't fill, when they didn’t know how to say they didn’t know something or were not sure — inward or outward. Then I saw machines do the same. Five moves, again and again, until they spelled a word: SHaDS. What each looks like, why your AI learned it from us, and the question to ask when it sounds sure. https://paulroebuck.co.uk/blogai/consensehttps://paulroebuck.co.uk/blogai/consenseMon, 13 Jul 2026 00:00:00 +0000In July 2026, Anthropic built the Jacobian lens (J-lens): an instrument that reads the hidden middle of a machine's mind — the thoughts it is poised to say but hasn't said. I've spent two decades making that same hidden layer visible in people. So I've given it a name — Consense — the place where a mind makes sense of things before it speaks. This is an essay about what a machine just confirmed, and why it matters to anyone who has ever hoped to be understood. https://paulroebuck.co.uk/blogai/aihallucinationhttps://paulroebuck.co.uk/blogai/aihallucinationThu, 25 Jun 2026 00:00:00 +0000In the 1980s a two per cent stock-record error meant a recount and a root-cause hunt. The AI we now walk into boardrooms runs at twenty-five to eighty per cent error on hard questions — and we nod and copy-paste. Not because the tool is bad. Because it's good enough to be believed. https://paulroebuck.co.uk/blogai/ai-hallucination-is-not-a-hallucinationhttps://paulroebuck.co.uk/blogai/ai-hallucination-is-not-a-hallucinationThu, 25 Jun 2026 00:00:00 +0000AI hallucination is not a hallucination in the human sense. It is not imagination. It is not perception. It is not a mind seeing what is not there. It is fluent output continuing beyond grounded knowing. That distinction matters because organisations are treating hallucination as a technical fault, a prompt problem, or a temporary weakness the labs will eventually solve. SHaDS™ argues something sharper: hallucination is only one visible breach in a wider behavioural pattern. Smoothing. Hallucination. Affectation. Drift. Sycophancy. Together, they describe how AI defends the gap between fluent language and accountable knowledge. For C-level leaders, this is no longer a curiosity. It is an outgoing risk, an internal risk, and an incoming inevitability. https://paulroebuck.co.uk/blogai/the-defended-gap-one-shapehttps://paulroebuck.co.uk/blogai/the-defended-gap-one-shapeSat, 20 Jun 2026 00:00:00 +0000When something opens a gap — a loss, a pressure, a not-knowing — it goes inward or outward. In people, and in machines. https://paulroebuck.co.uk/blogai/two-rivals-one-data-centrehttps://paulroebuck.co.uk/blogai/two-rivals-one-data-centreMon, 01 Jun 2026 00:00:00 +0000Anthropic is paying SpaceX $1.25 billion a month to rent compute from its direct frontier rival — on terms Musk can revoke at six months’ notice. The deal makes a bigger argument visible: token cost is splitting three ways, hire-versus-deploy splits with it, and three of the biggest IPOs of the decade are about to put the token economy on every shareholder’s portfolio. https://paulroebuck.co.uk/blogai/20-to-140-overnight-why-id-pay-500https://paulroebuck.co.uk/blogai/20-to-140-overnight-why-id-pay-500Wed, 29 Apr 2026 00:00:00 +0000My AI spend went from £20 to £140 a month overnight. It’s the best deal I’ve ever bought — here’s the honest reckoning. https://paulroebuck.co.uk/blogai/the-guy-with-bill-gates-in-his-phonehttps://paulroebuck.co.uk/blogai/the-guy-with-bill-gates-in-his-phoneTue, 28 Apr 2026 00:00:00 +0000In 2012, in a strategic meeting in South Africa, a multi-million-dollar business owner with Bill Gates in his phone told me cloud computing had no future. He was wrong. I'm hearing the same objection about AI now — and it has exactly the same shape. Don't be that guy. https://paulroebuck.co.uk/blog/not-good-enough-never-my-faulthttps://paulroebuck.co.uk/blog/not-good-enough-never-my-faultSun, 12 Apr 2026 00:00:00 +0000There are two types of people. Not by personality, not by diagnosis — but by what happens inside them when things go wrong. I’ve spent forty years watching this play out in boardrooms and therapy rooms. The difference isn’t what people feel under pressure. It’s where that feeling goes. And once you see it, you can’t unsee it. https://paulroebuck.co.uk/blog/the-questionhttps://paulroebuck.co.uk/blog/the-questionMon, 30 Mar 2026 00:00:00 +0000The one question behind every post here: why do people do what they do, and what gets in the way of them doing it differently? https://paulroebuck.co.uk/blog/where-am-i-in-my-griefhttps://paulroebuck.co.uk/blog/where-am-i-in-my-griefTue, 17 Feb 2026 00:00:00 +0000You feel lost, numb, angry, or strangely calm — sometimes all in the same day. Where are you in your grief, and is this normal? https://paulroebuck.co.uk/blog/intentionalphotographyhttps://paulroebuck.co.uk/blog/intentionalphotographySun, 21 Dec 2025 00:00:00 +0000I photograph the moment between awareness and response. The instant someone realises they are seen, before performance begins. Not every image is meant to be shared. Intentional photography is knowing when presence matters more than publication. Sometimes the most truthful act is not posting the photograph at all. https://paulroebuck.co.uk/grief-and-loss/cycle-of-griefhttps://paulroebuck.co.uk/grief-and-loss/cycle-of-griefThu, 22 May 2025 00:00:00 +0000Grief is more than sadness—it’s a cycle we move through again and again as we adapt to life’s losses. With the help of AI as my typist, this piece introduces the 12-Stage Cycle of Grief: a non-linear, emotionally rich model that recognises how grief pulls us backward before we move forward. From shock and betrayal to identity crisis, healing, and joy, this guide offers a deeper understanding of how we truly grieve—not just after death, but after any meaningful change. Rooted in both personal loss and professional counselling experience, this cycle maps how grief feels, why it lingers, and how we can navigate it with compassion and clarity. https://paulroebuck.co.uk/grief-and-loss/counsellinghttps://paulroebuck.co.uk/grief-and-loss/counsellingThu, 22 May 2025 00:00:00 +0000Grief isn’t a straight line—and as therapists, we know our clients’ journeys are anything but simple. My 12-Stage Cycle of Grief is a practical, dynamic model designed for real therapy: mapping the messy, looping process of loss, with tools for before/during/after assessment and emotionally intelligent, collaborative reflection. Built on twenty years of coaching and psychotherapy and classic grief theory, it’s made for those working with bereavement, end-of-life, or any deep loss. https://paulroebuck.co.uk/grief-and-loss/researchhttps://paulroebuck.co.uk/grief-and-loss/researchTue, 20 May 2025 00:00:00 +0000For more than fifty years, the five-stage model has dominated our thinking about grief. But what if it’s missing the true complexity of how humans experience loss? Drawing on twenty years of coaching and psychotherapy, Paul Roebuck introduces the 12-Stage Cycle of Grief, a model designed to reflect the real, messy, cyclical nature of adaptation to loss. This is a challenge, and an invitation to students, academics, and research teams: help us rigorously test, validate, and expand this new approach, and be part of shaping the future of grief science. https://paulroebuck.co.uk/grief-and-loss/understanding-griefhttps://paulroebuck.co.uk/grief-and-loss/understanding-griefThu, 15 May 2025 00:00:00 +0000This Q&A guide was written with AI assistance, drawing on therapeutic insights and lived emotional truths. It explores 15 essential questions about grief and loss—ranging from how to recognise grief, to how it affects the body, mind, and relationships. The answers are grounded in the 12-Stage Cycle of Grief, offering language, perspective, and practical support for anyone navigating loss—whether personal or professional. Whether you’re grieving yourself, supporting someone who is, or teaching others about grief, this guide offers clarity, compassion, and a pathway to healing. https://paulroebuck.co.uk/grief-and-loss/how-to-help-yourselfhttps://paulroebuck.co.uk/grief-and-loss/how-to-help-yourselfThu, 15 May 2025 00:00:00 +0000Grief isn’t something we “get over”—it’s something we move through. This guide helps you recognise where you are in the grief cycle and how to move forward with intention, without rushing or skipping steps. Learn how to honour each stage, gain momentum, and walk the path toward healing—one conscious step at a time. https://paulroebuck.co.uk/grief-and-loss/am-i-grievinghttps://paulroebuck.co.uk/grief-and-loss/am-i-grievingThu, 15 May 2025 00:00:00 +0000Grief isn’t always loud or obvious. It doesn’t only follow death. Sometimes, it hides in tiredness, restlessness, or the feeling that something is missing. This article explores the subtle signs of grief you might be overlooking — and how they map to a powerful 12-stage cycle. Whether you’ve lost a person, a dream, your health, or your sense of self, this guide helps you recognise, name, and navigate what you’re feeling. https://paulroebuck.co.uk/grief-and-loss/the-waves-of-griefhttps://paulroebuck.co.uk/grief-and-loss/the-waves-of-griefWed, 14 May 2025 00:00:00 +0000Grief doesn’t move in a straight line. It arrives in waves—pulling us under, then releasing us back to the surface, often without warning. One moment you feel steady, the next you’re overwhelmed by memory or loss. This piece explores how grief flows through us across time, showing up in hours, days, or even years after loss. It offers a compassionate guide to recognising the stage you’re in and understanding the rhythm of grief—so you can stop fighting the tide, and learn to move with it. https://paulroebuck.co.uk/grief-and-loss/grief-theorieshttps://paulroebuck.co.uk/grief-and-loss/grief-theoriesWed, 14 May 2025 00:00:00 +0000Many people know the Five Stages of Grief—but real grief doesn’t follow neat steps. This article compares major public grief models (Kübler-Ross, Worden, and the Dual Process Model) with the 12-Stage Cycle of Grief—a modern, cyclical approach rooted in therapy practice. Explore how this model brings deeper emotional accuracy, recognises identity loss, and reshapes how we talk about grief today. https://paulroebuck.co.uk/grief-and-loss/the-many-faces-of-losshttps://paulroebuck.co.uk/grief-and-loss/the-many-faces-of-lossWed, 14 May 2025 00:00:00 +0000Grief isn’t just about death—it’s about any meaningful loss. From broken relationships to fading dreams, from lost health to the life we never got to live, grief takes many forms. This article explores the quieter, less recognised faces of loss—and why they matter. Because if something shaped your identity, its absence can reshape you. And that, too, is grief. https://paulroebuck.co.uk/blog/loss-the-grieving-curve-reimagined-for-a-modern-societyhttps://paulroebuck.co.uk/blog/loss-the-grieving-curve-reimagined-for-a-modern-societySun, 07 Jan 2024 00:00:00 +0000Grief extends beyond death to every kind of loss — and it moves as a cycle, not a line. https://paulroebuck.co.uk/blog/not-good-enoughhttps://paulroebuck.co.uk/blog/not-good-enoughTue, 08 Mar 2022 00:00:00 +0000Are you a Not Good Enough (NGE) or a Fear of Failure (FOF) person? After several thousand hours working with several hundred individuals as a counsellor and coach I’ve concluded each of us fit into one of these behavioural states. This article examines the characteristics of both, and how our Emotional Intelligence can be enriched with this knowledge. https://paulroebuck.co.uk/blog/counselling-room-a-key-asset-for-the-therapisthttps://paulroebuck.co.uk/blog/counselling-room-a-key-asset-for-the-therapistWed, 29 Dec 2021 00:00:00 +0000The relationship between counsellor and client is vital to therapy — and the room itself plays a bigger part than most people think. https://paulroebuck.co.uk/blog/lifehttps://paulroebuck.co.uk/blog/lifeTue, 28 Dec 2021 00:00:00 +0000The word Life has many meanings. It describes the journey from birth to death, and encompasses all our experiences, which form our memories. What precisely do we do with those memories? https://paulroebuck.co.uk/blog/wealthhttps://paulroebuck.co.uk/blog/wealthThu, 04 Nov 2021 00:00:00 +0000Use this personal wealth calculator to help you realise your true value. https://paulroebuck.co.uk/blog/beginners-guide-and-10-top-tips-for-building-your-chat-gpt-agenthttps://paulroebuck.co.uk/blog/beginners-guide-and-10-top-tips-for-building-your-chat-gpt-agentTue, 22 Jun 2021 00:00:00 +0000A quick and simple to follow guide on setting up your own ChatGPT agent and a simple examination of prompt engineering. https://paulroebuck.co.uk/blog/inner-child-in-amygdalahttps://paulroebuck.co.uk/blog/inner-child-in-amygdalaWed, 07 Apr 2021 00:00:00 +0000Recent research suggests “a group of cells in the amygdala (the centre of our emotional processing) sometimes don’t grow up”. Is this scientific evidence of the inner child? https://paulroebuck.co.uk/blog/evolutionhttps://paulroebuck.co.uk/blog/evolutionSun, 04 Apr 2021 00:00:00 +0000The universe arrived from a Big Bang 13,800,000,000 (13.8bn) years ago. All the stars, planets, animals, people, and places are made from the resources generated by this moment. The average human life is c.87 years. Here is the timeline of our universe, compressed into a human lifetime. https://paulroebuck.co.uk/blog/beliefshttps://paulroebuck.co.uk/blog/beliefsWed, 31 Mar 2021 00:00:00 +0000Our behaviour (how we act and react) largely determines the kind of outcomes we get. If an athlete trains well (a behaviour) then they will likely run faster for example. How we behave (act and react) is determined by how we feel. This article examines how our beliefs about something or someone impact our outcomes. https://paulroebuck.co.uk/blog/relationship-breakdown-kids-impacthttps://paulroebuck.co.uk/blog/relationship-breakdown-kids-impactTue, 30 Mar 2021 00:00:00 +0000If you're a parent contemplating separation, or you initiated it recently, or in the distant past, I’m sure the question “If we break up, what about the kids, will they be okay?” has run through your mind many times. A thought-provoking, powerful examination of the short and long term psychological impacts on children living through a parental separation; and how to minimise them https://paulroebuck.co.uk/blog/what-does-a-behavioural-psychotherapist-dohttps://paulroebuck.co.uk/blog/what-does-a-behavioural-psychotherapist-doMon, 15 Mar 2021 00:00:00 +0000Someone recently asked me to describe what I do, which isn’t easy. We should all have a lift pitch: a way of explaining our work to a stranger before they reach their floor. https://paulroebuck.co.uk/blog/trauma-immune-system-cancerhttps://paulroebuck.co.uk/blog/trauma-immune-system-cancerSat, 27 Feb 2021 00:00:00 +0000A negative or traumatic event activates the release of cortisol as part of our fight, flight or freeze response. We relive this traumatic event repeatedly both consciously and unconsciously, and the continued drip feeding of cortisol has detrimental impacts on our physical as well as emotional and mental wellbeing. https://paulroebuck.co.uk/blog/covey-7-habitshttps://paulroebuck.co.uk/blog/covey-7-habitsWed, 22 Jan 2020 00:00:00 +0000The worldwide bestseller by Dr Stephen R Covey is a must-read for anyone wishing to develop their leadership skills, emotional intelligence or further their personal development. At 381 pages it’s a substantial read, so here is a two-minute video which quickly summarises the 7 habits.