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Dr David P Ruttenberg
PhD, FRSA, FIoHE, AFHEA, HSRF
Neuroscientist & AI-Ethics Specialist
Honorary Senior Research Fellow & Fulbright Specialist
Creator of Neuro-adaptive/Sensory Sensitivity Technologies
University College London: Institute of Education | Institute of Cognitive Neuroscience | Institute of Healthcare Engineering
University of Cambridge: Centre for Attention Learning & Memory | Cognition & Brain Sciences Unit
Contacts: t.: +1.561.206.2160 | e.: david@davidruttenberg.com | e.: d.ruttenberg@ucl.ac.uk | LinkedIn | UCL Profile
I help organisations deploy AI that enhances human cognition—ethically and inclusively.
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![[HERO] The DAD Framework: Building Developmentally Aligned Design for All Ages](https://cdn.marblism.com/U2F_qoyDKYG.webp)
![[HERO] The DAD Framework: Building Developmentally Aligned Design for All Ages](https://cdn.marblism.com/U2F_qoyDKYG.webp)
The DAD Framework: Building Developmentally Aligned Design for All Ages
Most AI systems are designed for a phantom user: neurotypical, non-disabled, and resilient to cognitive overload. The rest of us? We’re expected to adapt, or drop out. Here’s the problem: this is the Missing Level of Maslow’s Hierarchy of Needs—what it takes to thrive in a sensory-laden, distracting, anxiety and fatigue-producing world. Not just survive. Not just comply. Thrive. Most AI systems--including yours--are using the wrong model. It’s not just inefficient; it’s une
![[HERO] Silent Burnout: The Visual Toolset (Checklists & Action Steps)](https://cdn.marblism.com/Qx_qpRDgt7K.webp)
![[HERO] Silent Burnout: The Visual Toolset (Checklists & Action Steps)](https://cdn.marblism.com/Qx_qpRDgt7K.webp)
Silent Burnout: The Visual Toolset (Checklists & Action Steps)
You don't need another wellness app. You don't need a meditation challenge or a “resilience workshop.” What you need is a mirror: something that reflects your bio-cognitive state in real time and tells you: green, yellow, or red . This post delivers exactly that: two high-resolution infographics you can print, share, or bookmark. One shows you where you are. The other shows you what to do next. No jargon. No medicalization. Just signal detection and structural intervention.
![[HERO] The Hidden Cost of Sensory‑Insensitive AI: When Your Tools Quietly Exhaust Your People](https://cdn.marblism.com/TOafzV0OcL8.webp)
![[HERO] The Hidden Cost of Sensory‑Insensitive AI: When Your Tools Quietly Exhaust Your People](https://cdn.marblism.com/TOafzV0OcL8.webp)
The Hidden Cost of Sensory‑Insensitive AI: When Your Tools Quietly Exhaust Your People
I was sitting in a corporate meeting last month when someone said, "Our new AI productivity tool is amazing, it tracks everything!" The room nodded enthusiastically. But then I asked one question that changed the conversation: "Does it track the sensory load it's creating?" Silence. Here's the thing most organizations miss: your AI tools might be quietly exhausting your people. Not through bad algorithms or broken features, but through something far more insidious, sensory ov
![[HERO] The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue](https://cdn.marblism.com/cFjJkMEs1X0.webp)
![[HERO] The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue](https://cdn.marblism.com/cFjJkMEs1X0.webp)
The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue
I’m writing this first as a parent. Our daughter, Phoebe, is 23. She’s autistic, ADHD, and epileptic. Our family has done the whole tour: diagnoses, therapies, ER visits, and two craniotomies. So when I say “sensory load” isn’t a buzzword, I mean it in the most literal, nervous-system way possible. Now zoom out to work. You have invested millions in AI-powered tools to boost productivity. Your dashboards are sleek. Your notifications are instant. Your analytics are real-time.
![[HERO] The Future of Wearables: From Step-Counting to Sensory-Aware Support](https://cdn.marblism.com/WJwaVHi8HGX.webp)
![[HERO] The Future of Wearables: From Step-Counting to Sensory-Aware Support](https://cdn.marblism.com/WJwaVHi8HGX.webp)
The Future of Wearables: From Step-Counting to Sensory-Aware Support
As a parent, I do not think about wearables in abstracts. I think about the nights my wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and my daughter spent in the ER. I think about our daughter, now 23, living with autism, ADHD, and epilepsy—and what it means to build tools that reduce harm before a hard day turns into a medical crisis. A decade ago, wearables mostly meant one thing: steps. Maybe a heart rate graph if you were feeling fancy. Now the s
![[HERO] Sensory Sensitivity and AI: Designing for the Neurodivergent Brain](https://cdn.marblism.com/nBN0OOSBUom.webp)
![[HERO] Sensory Sensitivity and AI: Designing for the Neurodivergent Brain](https://cdn.marblism.com/nBN0OOSBUom.webp)
Sensory Sensitivity and AI: Designing for the Neurodivergent Brain
Imagine walking into a grocery store. The fluorescent lights hum and flicker overhead. A dozen conversations blend into a wall of noise. The air conditioning creates a constant low drone. For many people, this is just... Tuesday. But for neurodivergent individuals: especially autistic adults: this sensory cocktail can trigger overwhelming distress, cognitive fatigue, and a desperate need to escape. This is the reality of sensory sensitivity. And it is one of the most underadd
![[HERO] The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line](https://cdn.marblism.com/TDB78b4qUro.webp)
![[HERO] The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line](https://cdn.marblism.com/TDB78b4qUro.webp)
The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line
My wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and my daughter have taught me something no whitepaper ever could: the line between “helpful” and “harmful” is often invisible until you’ve lived it. Our daughter, Phoebe, is 23 and lives with autism, ADHD, and epilepsy. We’ve done the ER visits, the long nights, the waiting rooms, the two craniotomies. So when I look at mental health wearables, I don’t just see sensors and dashboards. I see a promise
![[HERO] Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus](https://cdn.marblism.com/zE4k1TgJCgh.webp)
![[HERO] Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus](https://cdn.marblism.com/zE4k1TgJCgh.webp)
Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus
I’m writing this as a parent first. Our daughter Phoebe is 23. She’s autistic, ADHD, and has epilepsy. We’ve done the full tour: diagnoses, therapies, ER visits, and two craniotomies. So when I say “distraction” isn’t just annoying, I mean it can be dangerous. Let’s be honest: most of the technology we use every day wasn’t designed to help us focus. It was designed to capture our attention and keep it hostage. From infinite scroll feeds to notification bombardment, modern AI
![[HERO] Beyond the Lab: Bringing Sensory-Inclusive AI to Higher Education and Government](https://cdn.marblism.com/yOfkk73T4Mq.webp)
![[HERO] Beyond the Lab: Bringing Sensory-Inclusive AI to Higher Education and Government](https://cdn.marblism.com/yOfkk73T4Mq.webp)
Beyond the Lab: Bringing Sensory‑Inclusive AI to Higher Education and Government
As a parent, “sensory” isn’t an abstract research term in our house. It’s the sound that spirals into panic, the light that becomes pain, the hallway that feels like a tunnel with no exits. Our daughter is 23, autistic, ADHD, and epileptic, and we’ve lived the hard version of this story: diagnoses that took years to untangle, therapies that helped (and some that didn’t), ER visits that blurred together, and two craniotomies that changed how my wife of 31 years (Suzy Girard at
![[HERO] Sensory Sensitivity in Kids: A Parent’s Guide to Understanding Attention and Focus](https://cdn.marblism.com/n65JzzmYzuK.webp)
![[HERO] Sensory Sensitivity in Kids: A Parent’s Guide to Understanding Attention and Focus](https://cdn.marblism.com/n65JzzmYzuK.webp)
Sensory Sensitivity in Kids: A Parent’s Guide to Understanding Attention and Focus
I’m a doctor and a scientist, but I’m a parent first. If you’re reading this because your kid can’t filter a noisy room, can’t tolerate a clothing tag, or can’t hold onto a teacher’s words when the world gets loud, I want you to know something up front: I’ve been on this road too, not as a researcher looking in, but as a dad living it. My wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and our daughter, Phoebe, have shaped everything I know about this
![[HERO] Looking For Ethical Wearables? Here Are 10 Things You Should Know](https://cdn.marblism.com/oumMDjkbANY.webp)
![[HERO] Looking For Ethical Wearables? Here Are 10 Things You Should Know](https://cdn.marblism.com/oumMDjkbANY.webp)
Looking For Ethical Wearables? Here Are 10 Things You Should Know
Wearables are everywhere. They count steps, score sleep, flag stress, promise peace. But I’m going to lead with the part that matters most to me: I’m a parent first. Our daughter, Phoebe (23), is autistic, has ADHD, and lives with epilepsy. I’ve been in the ER with her after seizures. I’ve watched her do the long, exhausting work of recovering from two craniotomies. In those moments, you don’t want tech that simply tracks; you want tech that helps. Not a dashboard that dazzle
![[HERO] From Distraction to Deep Work: Understanding the Sensory Profile of the Modern Office](https://cdn.marblism.com/uYGh8YhIVRw.webp)
![[HERO] From Distraction to Deep Work: Understanding the Sensory Profile of the Modern Office](https://cdn.marblism.com/uYGh8YhIVRw.webp)
From Distraction to Deep Work: Understanding the Sensory Profile of the Modern Office
I want to start somewhere personal: I am a parent first. Our daughter Phoebe is 23. She is autistic, has ADHD, and epilepsy. I have lost count of the ER visits, the hospital corridors, the waiting-room minutes that feel like hours. And I have watched her fight through more than anyone should have to, including two craniotomies. That reality rewires your priorities. It also rewires your lens on something as “normal” as an office. Now, zoom out with me for a second. Think of yo
![[HERO] The Future of Mental Health: Can Wearables Actually Predict Burnout?](https://cdn.marblism.com/iyD4-mo1lZx.webp)
![[HERO] The Future of Mental Health: Can Wearables Actually Predict Burnout?](https://cdn.marblism.com/iyD4-mo1lZx.webp)
The Future of Mental Health: Can Wearables Actually Predict Burnout?
I’m a parent first. Before the publications, before the prototypes, before the pitches. My wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and my daughter Phoebe have walked this road with me for 23 years. Our daughter is autistic, ADHD, and she lives with epilepsy. We’ve done the therapies, the appointments, the endless forms, the “try this next” plans. We’ve also done the parts nobody ever puts in a glossy brochure: ER stays, long nights in hospital
![[HERO] The Day I Stopped Calling It ‘Behavior’](https://cdn.marblism.com/cycfrLlaX1E.webp)
![[HERO] The Day I Stopped Calling It ‘Behavior’](https://cdn.marblism.com/cycfrLlaX1E.webp)
The Day I Stopped Calling It ‘Behavior’
A Parent-Scientist’s Journey into Sensory Processing I can still smell it if I try: antiseptic, warmed plastic, that oddly sweet hospital air that clings to your clothes after midnight. The waiting room is always the same: fluorescent lights, vending-machine hum, the little beep-beep-beep that makes your chest tighten even when it’s not your kid on the monitor. If you’re reading this as a parent, here’s the honest version: I didn’t learn “sensory processing” from a textbook
![[HERO] The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue](https://cdn.marblism.com/cFjJkMEs1X0.webp)
![[HERO] The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue](https://cdn.marblism.com/cFjJkMEs1X0.webp)
The Hidden Cost of Sensory-Insensitive AI: How Your Tech Might Be Driving Employee Fatigue
I’m writing this first as a parent. Our daughter, Phoebe, is 23. She’s autistic, ADHD, and epileptic. Our family has done the whole tour: diagnoses, therapies, ER visits, and two craniotomies. So when I say “sensory load” isn’t a buzzword, I mean it in the most literal, nervous-system way possible. Now zoom out to work. You have invested millions in AI-powered tools to boost productivity. Your dashboards are sleek. Your notifications are instant. Your analytics are real-time.
![[HERO] The Future of Wearables: From Step-Counting to Sensory-Aware Support](https://cdn.marblism.com/WJwaVHi8HGX.webp)
![[HERO] The Future of Wearables: From Step-Counting to Sensory-Aware Support](https://cdn.marblism.com/WJwaVHi8HGX.webp)
The Future of Wearables: From Step-Counting to Sensory-Aware Support
As a parent, I do not think about wearables in abstracts. I think about the nights my wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and my daughter spent in the ER. I think about our daughter, now 23, living with autism, ADHD, and epilepsy—and what it means to build tools that reduce harm before a hard day turns into a medical crisis. A decade ago, wearables mostly meant one thing: steps. Maybe a heart rate graph if you were feeling fancy. Now the s
![[HERO] Sensory Sensitivity and AI: Designing for the Neurodivergent Brain](https://cdn.marblism.com/nBN0OOSBUom.webp)
![[HERO] Sensory Sensitivity and AI: Designing for the Neurodivergent Brain](https://cdn.marblism.com/nBN0OOSBUom.webp)
Sensory Sensitivity and AI: Designing for the Neurodivergent Brain
Imagine walking into a grocery store. The fluorescent lights hum and flicker overhead. A dozen conversations blend into a wall of noise. The air conditioning creates a constant low drone. For many people, this is just... Tuesday. But for neurodivergent individuals: especially autistic adults: this sensory cocktail can trigger overwhelming distress, cognitive fatigue, and a desperate need to escape. This is the reality of sensory sensitivity. And it is one of the most underadd
![[HERO] The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line](https://cdn.marblism.com/TDB78b4qUro.webp)
![[HERO] The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line](https://cdn.marblism.com/TDB78b4qUro.webp)
The Ethics of Mental Health Wearables: Monitoring Anxiety Without Crossing the Line
My wife of 31 years (Suzy Girard at https://tenderwildfires.substack.com/ ) and my daughter have taught me something no whitepaper ever could: the line between “helpful” and “harmful” is often invisible until you’ve lived it. Our daughter, Phoebe, is 23 and lives with autism, ADHD, and epilepsy. We’ve done the ER visits, the long nights, the waiting rooms, the two craniotomies. So when I look at mental health wearables, I don’t just see sensors and dashboards. I see a promise
![[HERO] Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus](https://cdn.marblism.com/zE4k1TgJCgh.webp)
![[HERO] Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus](https://cdn.marblism.com/zE4k1TgJCgh.webp)
Fighting the “Distraction Engine”: How Neuroscience Can Improve AI Focus
I’m writing this as a parent first. Our daughter Phoebe is 23. She’s autistic, ADHD, and has epilepsy. We’ve done the full tour: diagnoses, therapies, ER visits, and two craniotomies. So when I say “distraction” isn’t just annoying, I mean it can be dangerous. Let’s be honest: most of the technology we use every day wasn’t designed to help us focus. It was designed to capture our attention and keep it hostage. From infinite scroll feeds to notification bombardment, modern AI
![[HERO] Beyond the Lab: Bringing Sensory-Inclusive AI to Higher Education and Government](https://cdn.marblism.com/yOfkk73T4Mq.webp)
![[HERO] Beyond the Lab: Bringing Sensory-Inclusive AI to Higher Education and Government](https://cdn.marblism.com/yOfkk73T4Mq.webp)
Beyond the Lab: Bringing Sensory‑Inclusive AI to Higher Education and Government
As a parent, “sensory” isn’t an abstract research term in our house. It’s the sound that spirals into panic, the light that becomes pain, the hallway that feels like a tunnel with no exits. Our daughter is 23, autistic, ADHD, and epileptic, and we’ve lived the hard version of this story: diagnoses that took years to untangle, therapies that helped (and some that didn’t), ER visits that blurred together, and two craniotomies that changed how my wife of 31 years (Suzy Girard at
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