Don't panic. Sarah Barnbrook, a socio technologist and CEO of Xallarap, discusses the critical issues surrounding AI ethics, and safety. She shares insights on AI risks, discusses tragic cases in unsafe technology use, the importance of proactive regulation, and her innovative assessment tool, ALT-TAB, to help organizations navigate AI deployment responsibly.

Sarah is CEO and Founder of Xallarap - an AI implementation and ethics consultancy helping organisations understand what they actually need from technology, what solutions already exist, and how to implement it safely and effectively.

Sarah also created Alt-TAB a free-to-use pre-deployment AI ethics assessment tool used by organisations globally.

EPISODE NAVIGATION

04:56 Reflections on September 11

07:56 When things are never the same again

12:18 Big Tech's Accountability in Social Media

15:34 The Chemisphere and Human Connection

20:58 Darker Aspects of Technology (Content Warning)

21:58 The Dangers of Emotional Manipulation in Technology

25:52 The Influence of Algorithms on Social Behavior

30:54 Government Control and Technology's Ethical Use

35:04 Guidance for Parents on AI and Technology

36:29 Guidance for Adults using AI

37:36 Advice for Governments Regulating AI

38:56 ALT-TAB Ethical Assessment Tool for Tech Development

50:46 A Quote on Perseverance

KEY TOPICS

The importance of safety assessments in AI deployment

Risks of AI in society including harm, bias, and misuse

The need for global cooperation and local regulation in AI governance

The impact of AI on vulnerable populations and digital safety

The concept of the chemisphere and face-to-face human connection

The potential for AI to incite violence and societal harm

The importance of ethical design and responsible innovation

Strategies for parents, adults, organizations, and governments to manage AI risks

CONNECTING WITH SARAH BARNBROOK

LinkedIn: linkedin.com/in/sarah-barnbrook-263323151

Website: https://xallarap.ai/

Email: sarah@xallarap.ai

See Sarah at Cybercon (14-16 October 2026)

https://melbourne2026.cyberconference.com.au/speakers/sarah-barnbrook-r4am8

Keywords: AI ethics, AI governance, safety assessment, socio technologist, AltTab, AI risks, digital safety, AI regulation, responsible AI, AI tools

HITCHHIKERS GUIDE TO AI GOVERNANCE

Hosted by AI Governance specialist, Bruce Mullan.

Contact us: info@aigovernancepartners.com.au

Visit our website: www.aigovernancepartners.com.au

Join us. Subscribe to our newsletter for the latest news, articles, events and podcasts about all things AI: https://hhgtaig.substack.com/

If you enjoyed this episode, please be sure to give us a rating, leave a comment and follow us for more episodes.

So long and thanks for all the listening.

Don't panic. What happens when an organisation spends millions switching on Microsoft Copilot for 9,000 employees without first asking what problem it is solving, what data Copilot can access, how people will use it, or what success looks like?

This episode explores a real-world Copilot deployment that demonstrates how quickly an AI initiative can turn from a productivity opportunity into a privacy, cultural and governance problem. Bruce uses the case study to unpack the three levels of AI use: administration, business-process automation and decision-making, and explains why the risks increase as organisations move from supporting humans to allowing AI to influence or make decisions.

More importantly, this episode challenges the traditional idea of governance as the Department of “no”. Bruce explains how the Australian AI Governance Standard can instead be used as a practical system for deploying AI safely, confidently and at scale. From validating data and testing for unintended consequences to building workforce capability, monitoring outcomes and establishing feedback loops, the message is simple: governance should be a service, not a blocker. If organisations can trust their own guardrails, they can move faster, capture more value from AI and expand its use with greater confidence.

Episode Navigation

00:05 AI Governance Standards and Their Importance

01:53 Case Study: Failed Microsoft Copilot Deployment

07:33 A simple framework for how AI is being used right now

15:06 Australia's AI Governance Standard

18:17 Governance as a performance system, not compliance in isolation

22:32 Applying good governance to a Copilot deployment

30:56 Lessons Learned: What should have happened.

33:43 Governance is the reason to scale AI, not slow it down

Key Takeaways on AI Deployment

1. Investing Wisely: Organizations must evaluate the true cost versus benefits of AI tools, ensuring that there is a solid business case for their implementation.
2. Governance is Crucial: Governance should be integrated early in the deployment process to build trust and enable scaling of AI applications effectively.
3. Understanding AI Levels: Bruce outlined three levels of AI use in organizations: administrative tasks, process workflows, and decision-making. Each level requires different levels of scrutiny and governance to manage risks effectively.
4. Real-World Impact: Bruce shared a success story where AI automation significantly improved invoice processing times, showcasing the potential benefits when governance is properly applied.

HITCHHIKERS GUIDE TO AI GOVERNANCE

Hosted by AI Governance partner, Bruce Mullan, who helps companies confidently adopt the 42 Statements of the Australian AI governance standard.

Contact us: info@aigovernancepartners.com.au

Visit our website: www.aigovernancepartners.com.au

Join us. Subscribe to our newsletter for the latest news, articles, events and podcasts about all things AI: Newsletter

If you enjoyed this episode, please be sure to give us a rating, leave a comment and follow us for more episodes.

So long and thanks for all the listening.

Don't panic. Next week's episode is all about ethical AI with socio-technologist Sarah Barnbrook.

In this clip, the conversation touched on the human implications of AI. In an increasingly digital world, Sarah argues that we’re losing something fundamental: the chemistry of face-to-face human connection. She describes the “chemisphere” as the human-to-human interaction and chemical response that happens when we meet, talk, laugh, share good or bad news, and experience genuine belonging. When that connection is missing, people may seek belonging online, where algorithms can shape what they see, believe and feel, sometimes feeding them increasingly extreme or misleading content. Her message is clear: digital connection can’t fully replace human connection, so we should deliberately create more opportunities to be together face-to-face.

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AI ethics, AI governance, safety assessment, socio technologist, AltTab, AI risks, digital safety, AI regulation, responsible AI, AI tools