If AI learns from behaviour, what are we teaching it when the world feels anything but stable?
The last few weeks have had that slightly surreal feeling where innovation is accelerating… while the world is wobbling.
After living in Australia for more than 30 years, the stars finally aligned and one of my best friends was booked to visit. And then, just like that, a stupid war in the Middle East rerouted everything. Plans cancelled. Reality reasserted itself.
It’s a small personal story, but it landed as a bigger reminder:
We build systems as if the world is stable. But it isn’t.
And there’s a paradox: instability doesn’t only break plans. It also creates movement. Urgency. New partnerships. New thinking. In unstable times, innovation often accelerates – not because it’s comfortable, but because the old ways stop working.
In the middle of all that, I spent time at Black Swan Summit exploring quantum computing, blockchain, tokenisation, autonomous agents, identity, trust, and the “how” of building the next economy. Massive thank you to Global Finance & Technology Network (GFTN), Dr Andrzej Gwizdalski and the team for bringing this truly world class event to Perth. Let’s make sure we spread the word to ensure next year has an even larger audience.
Which left me with one question I keep returning to:
What are we actually building for?
🧠 Main Insight of the Week
1) It’s not the tech stack. We must build the capability stack and inject the wisdom layer.
This was the theme that kept repeating in my head all week.
The technology is moving fast. In some areas, it’s already “here” rather than “coming.” But the bottleneck isn’t tools. It’s readiness.
Do leaders understand what they are deploying? Do teams have the capability to use it well? Do we have governance that keeps control without killing progress? Do we have the wisdom layer on top that asks: “Should we?”
And one more missing layer: use cases — being brutally clear about the problems we’re solving.
Without that, we end up with powerful tools looking for a purpose, and organisations watching from the sidelines because the narrative still feels vendor-led rather than value-led.
One of the clearest examples of “use cases first” at Black Swan came from Kassia Kazmer, CEO of ProspEx. She explained tokenising real-world assets in natural language – without leading with blockchain or buzzwords. The focus stayed where it should: the customer problem and the outcome. Technology was simply the enabler. Check out what they are doing to tokenise mining royalties as an instrument for capital raise.
There’s also a reality we can’t ignore: the cost of AI and other compute-heavy tech isn’t only financial. It’s energy, infrastructure, and sustainability. That’s one reason quantum kept surfacing in conversations. Not as magic, but as a possible shift in what becomes feasible over time when capability, resilience and purpose come together.
Key takeaway: The future won’t be won by the best tools. It will be won by the best judgement.
2) We need to build for uncertainty and instability.
Instability is not a detour. It’s the environment.
And sometimes it isn’t only “out there.” Sometimes instability is created by the systems we introduce: faster decisions, automated judgement, real-time money, synthetic content, identity attacks, trust under pressure.
The more we accelerate, the more resilience becomes a design requirement.
In stable times, you can afford fragile systems. You can patch later. You can push decisions down the road. In unstable times, fragility becomes expensive fast.
That’s why trust, identity, governance and human capability stop being abstract topics. They become the difference between systems that hold up and systems that collapse under pressure.
Key takeaway: The question is no longer “How do we optimise?” It’s “How do we hold up?”
3) When AI, blockchain and quantum converge, the opportunities are enormous – as long as we ground it with the human (or humane) layer.
What I loved about Black Swan Summit was the breadth. It wasn’t just “AI is cool.” It was the bigger puzzle:
- AI and autonomous agents
- trust and digital identity
- blockchain and decentralisation
- tokenisation and real-world assets
- quantum resilience and post-quantum security
- regulation as enabling infrastructure
- talent as critical infrastructure
When those pieces connect well, we may be able to address real challenges: transparency, friction in trade, capital access, verification, resilience.
Quantum and the cost question
One thread I’m still chewing on is quantum through a very practical lens: cost.
AI is already expensive, not just financially but in energy and infrastructure. And while quantum isn’t a magic discount button, the long-term promise is that it could change the economics of certain types of computation that sit underneath AI and digital trust systems. Think optimisation at scale, complex decision engines, and the kinds of problems that become brutally costly when we run them the classical way.
And on the trust side, quantum also raises the stakes around resilience. If we’re building digital identity, tokenisation, and real-time value transfer, we need to plan for quantum-safe security and the capability required to migrate without chaos.
So for me, this isn’t “quantum is cool.” It’s: what might become cheaper, what becomes riskier, and what capability do we need to steward adoption responsibly?
But here’s the catch. If we connect these technologies without connecting the human layer – values, governance, capability, and a diversity of perspectives – we just accelerate complexity. Faster, shinier systems with the same old blind spots.
Key takeaway: Emerging tech can amplify solutions, but only if the human layer governs the adoption.
📆 What’s Been Happening
Alongside the Summit content, one of the most grounding things this week has been staying close to work that is real-world, practical, and impact-focused.
Innovation: A big shout-out to Brigette McDowell and the Powerhouse Renewables Group. The work we’re doing on an AI-powered engine for solar design is exactly the kind of use-case-led innovation I want to see more of: not tech for tech’s sake, but technology as an enabler of faster, better decisions and real impact.
Imagine what becomes possible when these fields start to connect – AI, energy systems, infrastructure thinking, and the human wisdom layer that keeps it grounded.
That combination matters right now: ambition with responsibility, innovation with humility, hope with hard work.
This is what gives me optimism: not one technology “saving” us, but multiple technologies working together to solve real problems.
Website: Behind the scenes, I’ve also been doing a big refresh of my website and assets to reflect the umbrella that now ties my work together: Unleashing Potential – Inclusion as the Catalyst for Innovation and Impact in the Age of AI. It’s been a proper “get the grown-up business house in order” week – tightening messaging, updating pages, and making it easier for people to understand what I actually do now across speaking, workshops and advisory.
That combination matters right now: ambition with responsibility, innovation with humility, hope with hard work. Check out my refreshed site at grystene.rocks.
✨ Old friends, new sparks
One of the best parts of Black Swan Summit wasn’t just the ideas – it was the people.
I left feeling grateful for the mix of long-time contacts and brand-new connections who are all, in different ways, building toward the same thing: better systems, better outcomes, and a future that actually works for humans.
A few shoutouts to humans I’m glad I got to spend time with this week: Petra Trinke Paula Rogers Dr Eunice Sari Mabel Abatania Edwina Hanneysee Dunja Lewis (more in comments).
If we met at the Summit and something sparked for you too, I’d love to stay connected – and hear what you’re building.
📡 On My Radar
A few things I’m building and looking forward to:
- Practical AI for [Industry] workshops I’m developing a series designed to make AI usable, human-centred, and practical. No hype. Just capability.
- April 9: Practical AI for speakers Kicking off with a session for my speaker buddies through Leanne Christie’s MDM.
- Sydney, early May I’ll be in Sydney for the first half of May. If your organisation is looking to unleash potential (in humans and systems) and build capability for what’s next, feel free to reach out.
- Vitalify Unplugged (the podcast for quirky humans navigating the messy middle) Season 2 is about to drop. This season we’ve got amazing guests and will explore the concept of Wealth over and beyond financial riches. Our pre-launch episode drops on April 7, with official launch on April 14th.
If you are interested in any of the above, feel free to DM me or fill in this simple contact form: https://speaker.grystene.rocks/contact-us.
💬 Final Thought
The world feels unstable right now. And that makes it even more important that we build with care.
We’re not just building technology. We’re shaping behaviour, trust, and outcomes. And solving pervasive, real-world problems.
And if AI learns from behaviour… what are we teaching it right now?
