3 areas of research

Clinical trials on AI for healthcare and disability
Proprietary Core AI models
Robotics R&D
Akin research: an abstract AI network, a young man with his mother, and a human hand shaking a digital AI hand

Core AI / AGI

We build AI to be ethical from the ground up

Akin is developing a responsible AI that aims to think and reason like a human, acting with deep emotional intelligence. This matters now more than ever as we enter an era where AI is taking on a larger role in everyday life, and making more decisions on our behalf. Our technology will help people run their homes and move towards their goals.

Clinical research on AI for Autism

We have conducted 3 years of clinical trials with partners the University of Sydney Brain and Mind Centre and the Children’s Hospital at Westmead. The focus has been the use of AI for real-time autism assessment and efficacy in supporting adults with cognitive disability or autism.

Initial study: read the published paper. A larger study has been completed and is in the review phase.

3 key findings:
1
Efficacy as a clinical instrument

Akin was compared to gold standard instruments like VABS, and has high completion rates, valid data and good correlation to known instruments.

2
Participant wellbeing

Caregivers had a reduction in negative emotions during the study, and expressed the positive impact of a conversational AI they could share emotions and their therapy journey with, for both the carer and the child.

3
Contextual Precision Medicine

The research yielded significant troves of contextual data, with potential for the generation of dynamic precision medicine programs, and increased understanding on how to treat various conditions more effectively.

Our Trusted Partners

Human-AI relationship

The opaqueness of the human mind poses a great challenge to human-machine interaction.

We are working with a synergy of neuroscience, cognitive theories, behavioural science, and multimodal learning to develop AI that understand humans. This spans language, emotion, culture, values, and goal alignment in order to achieve deep and trusted relationships between humans and AI.

State optimisation

Akin models humans and their environment as gravity wells in an event space

Our experimental AI GEAR aims to map resources, events, and relationships that AI can use to optimise state and traverse events more effectively over time. By measuring and optimising according to shared goals, the AI improves its effectiveness and enhances the well-being of humans and manages their environment.

How GEAR works

GEAR is the basis of Akin’s AI: an AI that can understand you, your goals and actively help you achieve them.

01 Collect data

GEAR collects data on you and your world

GEAR breaks down its understanding of the world into three data points - time, location and a third special variable called ‘semantics’. These are captured through a number of different sensors - we call these embodiments.

02 Map your world

GEAR then maps your world

This box represents your world. This point represents GEAR’s best understanding of you at that point in time - the time, your location and everything else captured by the sensors. Multiply this by millions of other moments in your life and you’ll get a box that more closely represents this.

03 Understand goals

How GEAR works with this data

GEAR also takes note of your needs or goals that you’ve expressed. It could be something as simple as ‘I want to live a healthier life’. GEAR takes all these goals and maps out what your life would look like with these goals achieved.

04 Chart course

And helps chart a course to a more actualised life

Finally, with GEAR having a clear understanding of where you are presently and what your goals are, it can help chart a course to those goals.

Research and news

aKin team poses with Minister Ed Husic, with companies robot in centre

Founder is awarded the Australian Financial Review “AI Trailblazer of the Year 2026” for a lifetime contribution to AI and robotics

aKin founder and CEO Liesl Yearsley has been named the Australian Financial Review’s AI Trailblazer of the Year 2026 for a lifetime contribution to AI and robotics.

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Caring robots to improve life in Space and on earth

The Australian Space Agency features aKin’s caring AI and robots, designed to support astronauts in space and people living with disability at home.

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aKin welcomes Minister for Industry and Science, Ed Husic to Sydney office – Showcasing empathic AI, robots

aKin Australia had the honour of Ministry for Industry and Science, Ed Husic, visiting our office to meet with CEO Liesl Yearsley and the aKin Sydney Lab team. The dialogue came amid the Government’s consultation with industry to regulate for safe and responsible artificial intelligence development in Australia.

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How aKin’s robots can provide independence to those living with mobility-limiting disabilities

By talking to people living with spinal cord injuries we've discovered robots can be useful home helpers.

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What is Autism Spectrum Disorder?

Early signs are : does you child turn to their name? Do they make less eye contact than others? Do they seem to be in their own world? If they are walking, do you have a lot of photos of the back of their head?

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Limbic scaffolding: bridging the gap between AI and robotics

What would we gain from a robot that has all the perceptual capabilities and dexterity of a human as well as a mind that can make use of those capabilities? Read more.

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Forbes: LG And aKin To develop AI home helpers for families living with disability

aKin is focusing on taking things one stage further by creating a more empathetic, goal-orientated home AI system that will be initially targeted towards caregivers living with disabled family members.

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Transitioning to independent living for people with a disability

Moving out of the family home can be a challenging time for a person with a disability and their family members. So how do we navigate this new adventure successfully and make sure that the person you love is safe, healthy and happy..

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aKin wins significant space agency grant for ‘AI crew for Space’.

The Australian Space Agency has awarded aKin a grant to build helper and inspector robots, and an AI habitat manager.

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aKin wins grant to build 'limbic scaffolding' for rapid prototyping of intelligent robots.

Thanks to the Advanced Manufacturing Growth Centre, aKin will develop a platform to speed up bringing together AI brains and robot bodies.

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Robotics adoption matters: combining artificial and natural intelligence

In the last day of the Robotics adoption matters series, Alexander Hadjiivanov discusses the case for AI in human-robot collaboration.

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An emotionally intelligent AI could support astronauts on a trip to Mars

aKin's work with NASA's JPL on emotionally intelligent embodied AI and the future of Akin's AI research has been featured in MIT Technology Review! Read the article here.

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Epigenetic evolution of deep convolutional models

Winner of the Outstanding Student Paper Award at the 2019 IEEE Congress on Evolutionary Computation.

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aKin wins Outstanding Paper Award at CEC 2019

Chief Research Officer, Alexander Hadjiivanov, beat hundreds of students with his paper on evolutionary computation.

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Research by Alan Blair, Senior Lecturer at the University of New South Wales

An overview of research from Professor Alan Blair, Senior Lecturer at the University of New South Wales

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Complexity-based speciation and genotype representation for neuroevolution

Joint paper by Alexander Hadjiivanov and Alan Blair. Introduction of a speciation principle for neuroevolution where evolving networks are grouped into species based on the number of hidden neurons, which is indicative of the complexity of the search space.

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Adaptive conversion of real-valued input into spike trains

Alexander Hadjiivanov

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Liesl Yearsley’s, CEO and founder of aKin | Overview of research

Overview of research by Liesl Yearsley, founder and CEO of aKin and CEO/Founder of three previous successful companies.

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aKin's vision for human-AI co-evolution

Check out our recent keynote on Personal AI at Creative Innovation in Melbourne.

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The Importance of Being (L)earnest

The benefit of biological inspiration in machine learning and natural language processing.

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Continuous adaptive learning for neural networks

This study presents a biologically plausible method (based on the operation of the mammalian retina) which can convert raw input continuously into a form that is suitable for both the training and deployment stages of neural networks.

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Ed Husic's AI centre of excellence to focus on ethical, humanist AI

The Labor party's $3 million pledge for a new artificial intelligence centre of excellence that will aim to make Australia a hub of "ethical" AI development

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Tech firms move to put ethical guard rail around AI

a·kin CEO, Liesl Yearsley, quoted in Wired

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Start with a billion users in mind

Liesl Yearsley, CEO of aKin, wants to drive the co-evolution of Artificial Intelligence as society’s companion and a tool to enable positive progress for all. Read the full article here.

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CEO Liesl Yearsley at the Singularity University Summit

Video of aKin CEO, Liesl Yearsley, speaking at the SingularityU Australia Summit.

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We Need to Talk About the Power of AI to Manipulate Humans

Our tendency to become emotionally attached to chatbots could be exploited by companies seeking a profit. Liesl Yearsley in Technology review.

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Innovator Series: Liesl Capper Yearsley

Welcome to our series that showcases some of Australia’s innovators, movers and shakers in and around ICT.

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Using models of the brain's neural adaptability to develop smarter AI

A•kin's chief research officer explores how AI could model the flexibility of the human brain.

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Creating conversational AI for everybody

A•kin's Head of AI Design tells us about how her thinking changed once she started designing AI for people with disability.

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The Importance of Being (L)earnest

How can we draw inspiration from how children learn to speak to make artificial intelligence and machine learning better?

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What's the link between diet and ASD symptoms?

What does the research say about different diets and autism symptoms?

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