⚡️ Cultivating Innovation Through Tempo, Pruning and Play

Dialogic #336

Leadership, learning, innovation

Your Snapshot
A summary of the key insights from this issue

Find your pace: Innovation requires different temporal spaces; vary your pace of thinking to allow for original ideas to emerge at each person’s ideal speed.

Prune to plant: Avoid “innovation compression” by measuring impact, identifying outdated programs, and removing them to make room for new ideas to thrive without resource constraints.

Play today, innovate tomorrow: Childhood pretend play lays the foundation for flexible, creative problem-solving skills that serve innovators well as coping mechanisms for complex modern challenges.

I am just back from Tokyo, Japan where I was part of the facilitation team for the Global Education Leaders Partnership (GELP) Tokyo event at the Google offices. It was a wonderful and inspiring event with education system leaders from 23 countries. I will be sharing my reflections over the next few weeks and unpacking the lessons, for us all in more detail.

You may recall from last week that because I am travelling I have decided to curate some interesting snippets on innovation from past issues and elsewhere for you to explore.

The Spaces You Need to Innovate

It is not just about the amount of time we have but the way we use that time. Too much haste is an emotional block to creativity and will likely push people away from exploring original ideas. Think carefully about how the pace of thinking and work is being used to suit the needs of different people. Vary the pace to allow everyone the opportunity to share ideas and develop original concepts. Just as “one size does not fit all” – when it comes to the Temporal Space for Innovation one pace does not fit all.

Innovation Compression

When new programs or ideas are introduced into an organisation without removing or replacing existing ones, taking up limited resources and reducing the effectiveness of both new and old innovations. The key is to avoid unnecessary overlap by measuring impact, identifying gaps, and being willing to remove outdated programs to make room for new ones.

Of course we are not looking for a single idea to solve them all. Far from some Tolkeinesque improvement strategy, we need to understand how we avoid unnecessary compression of programmes and how to prune those innovations in schools or across your organisation that can (should) be succeeded by alternatives.

Let play perish and innovation will follow

Play is crucial for developing creativity and problem-solving skills in children. When children engage in pretend play, they are effectively exploring different possibilities and testing hypotheses in safe environments. This helps lay the foundation for flexible thinking and innovation later in life. By engaging in imaginary scenarios with made-up rules during play, children exercise skills like divergent and convergent thinking in an “ebb and flow” that is important for creative problem solving.

Children and young adults who are creative problem solvers have been shown to have better coping skills to deal with everyday problems and crises, and this skill is increasingly important in the ever-more complex and rapidly changing modern world.

Are your assumptions holding you back?

Too often, we take the status quo for granted and don’t challenge our assumptions about the world around us. This can lead to stagnation and a lack of innovation.

The article discusses how assumptions can hold us back if not challenged, and explores tensions between questioning “how” vs “why”, and using data to counter emotional biases. It provides tips on using curiosity to analyse assumptions and balance different perspectives.

The Truth About Boredom and Your Creativity

Our throughline for dialogue and reflection during July 2022 was The Truth About Boredom and Your Creativity. We explored what we can learn about boredom from the ancient Stoics, disruptive innovation and creative titans. We considered why boredom is vital for learning, creativity and innovation. Ultimately this throughline is about creating the ideal conditions for mindfulness and creativity. Try not to fall asleep.
Thanks for reading. Please send me a note with any kind, specific and helpful feedback about this issue. I always enjoy hearing from readers.

~ Tom Barrett

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The Bunurong people of the Kulin Nation are the Traditional Custodians of the land on which I write and create. I recognise their continuing connection and stewardship of lands, waters, communities and learning. I pay my respects to Indigenous Elders past, present and those who are emerging. Sovereignty has never been ceded. It always was and always will be Aboriginal land.

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.: Promptcraft 29 .: Meta announces AI chatbots with ‘personality’

Hello Reader,

Welcome to Promptcraft, your weekly newsletter on artificial intelligence for education. Every Monday, I curate the latest news, tools and resources so you can consider how AI changes how we teach and learn.

A shorter issue this week as I am on the road, but I still wanted to curate the big news stories as there is a lot happening. In this issue:

  • Meta announces AI chatbots with ‘personality’
  • ChatGPT now with voice, image and access up to date information​.
  • Spotify will not ban AI-made music, says boss​

Let’s get started!

.: Tom

Latest News

.: AI Updates & Developments

.: Hollywood writers agree to end five-month strike after new studio deal ➜ Hollywood writers are officially ending their five-month strike, after union leaders approved an agreement made with the Alliance of Motion Picture and Television Producers and sent the full details of the new contract to union members for ratification. The Writers Guild of America (WGA) said in a statement on Tuesday evening that writers would be free to work starting after midnight local time.

.: Spotify will not ban AI-made music, says boss ➜ The boss of Spotify says he has no plans to completely ban content created by artificial intelligence from the music streaming platform. Daniel Ek told the BBC there were valid uses of the tech in making music – but AI should not be used to impersonate human artists without their consent. He said using AI in music was likely to be debated for “many, many years”.

.: Global AI Legislation Tracker ➜ This tracker follows legislative AI policies and developments in select jurisdictions. It provides an overview of the AI context in specific jurisdictions and lists index rankings by Tortoise Media, which benchmarks nations based on investment, innovation and implementation levels.

.: Meta announces AI chatbots with ‘personality’ ➜ Meta, the parent company of Facebook, Instagram and now Threads, plans to launch AI chatbots with a variety of personalities, the Financial Times reported Tuesday. The chatbots, reportedly called personas, could expand the company’s social networks with a range of new online tools and entertainment options.

.: ChatGPT can now access up to date information ➜ OpenAI, the Microsoft-backed creator of ChatGPT, has confirmed the chatbot can now browse the internet to provide users with current information. The artificial intelligence-powered system was previously trained only using data up to September 2021. The move means some premium users will be able to ask the chatbot questions about current affairs, and access news.

.: Getty Changes Tune on AI, Reveals Art Generator Trained on Its Own Images ➜ Getty Images is partnering with Nvidia to launch Generative AI by Getty Images, a new tool that lets people create images using Getty’s library of licensed photos. Generative AI by Getty Images is trained only on the vast Getty Images library, including premium content, giving users full copyright indemnification. Users can use text prompts to generate images that match their desired style and content.

.: OpenAI Turns ChatGPT into a Voice Assistant That Can See and Understand Images and Speech ➜ OpenAI revealed that its GPT-4 and GPT-4V AI models can now analyze images and react to them as part of a text or voice conversation. The new voice and image capabilities in ChatGPT offer a new, more intuitive type of interface by allowing users to have a voice conversation or show ChatGPT what they’re talking about.

.: Canada wants to be the first country to implement AI regulations ➜ Canada aims to be the first country in the world with official regulations covering the emerging artificial intelligence sector, said François-Philippe Champagne, Canada’s Minister of Innovation, Science and Industry in a speech on Wednesday.

Learning

.: Boost your AI Literacy

.: Is AI Better Than Your Board? 60 Seconds Can Prove It ➜ The article argues that many corporate board members are disengaged, ineffective and overpaid, and that artificial intelligence (AI) could offer a better alternative for governance. The author, Noah Barsky, a professor and consultant, uses ChatGPT as an example of how AI can generate relevant and insightful questions for board meetings in less than a minute.

.: Meet Mika, the world’s first AI CEO running a global Polish drinks company ➜ A Polish drinks company has ‘employed’ what it says is the world’s first AI Chief Executive Officer. In a move that places Poland at the forefront of the AI revolution, spirits firm Dictador, believes that its AI-driven CEO Mika is just the first of what will become the norm in many companies.

.: Study shows AI chatbot provides quality and empathetic answers to patient questions ➜ A study published in JAMA Internal Medicine indicates that artificial intelligence assistant-generated responses to patients’ questions are better than physicians’ responses regarding quality and empathy.

Ethics

.: Provocations for Balance

  • The WGA strike raises questions about fair compensation and working conditions for writers in the age of digital media.
As entertainment relies more on AI-generated content, how can we ensure human creators are valued and protected?
  • Spotify’s openness to AI music prompts debates about artistic integrity and human creativity.
If AI can mimic human artistry, what makes human art unique and worth preserving?
  • Meta’s development of AI personas surfaces concerns around data privacy, identity manipulation, and social engineering.
How can we safeguard human agency and autonomy as AI permeates social platforms?

~ Inspired by this week’s developments.

.:

That’s all for this week; I hope you enjoyed this issue of Promptcraft. I would love some kind, specific and helpful feedback.

If you have any questions, comments, stories to share or suggestions for future topics, please reply to this email or contact me at tom@dialogiclearning.com

The more we invest in our understanding of AI, the more powerful and effective our educational systems become. Thanks for being part of our growing community!

Please pay it forward by sharing the Promptcraft signup page with your networks or colleagues.

.: Tom Barrett

/Creator /Coach /Consultant

⚡️ Unpacking the Core Principles of Sustainable Innovation

Dialogic #335

Leadership, learning, innovation

Your Snapshot
A summary of the key insights from this issue

Law of Diminishing Returns: There’s a tipping point where more input results in less output, impacting innovation strategies.

Reality vs. Perception: It’s essential to differentiate between our mental models and reality, ensuring innovations align with existing frameworks and societal values.

Innovation’s Essence: Success in innovation hinges on asking the right questions and emphasising sustained execution, rather than fleeting ideas.

I will be on the road for the next few weeks. As a result, I have decided to curate some interesting snippets from past issues for you to explore. In this issue, we revisit a series I wrote last year on innovation and the innovator’s toolkit.

The Law of Diminishing Returns

“…the law of diminishing returns… is a fundamental principle in economics…but it also surfaces in many other domains including innovation… at some point, adding more of one factor of production, while holding all others constant, will yield lower incremental per-unit returns… So the critical question becomes: When is more too much?…“​.

After examining the law of diminishing returns, it’s essential to recognise how our perceptions influence innovation.

The Map is Not the Territory

“…the map-territory distinction is a foundational concept… it’s about reality versus representation… Maps are simplified models of reality… they cannot capture the true nature of the territory… When we mistake our mental models for reality or our beliefs for truths, we make flawed decisions…“​.

The map-territory distinction is a lens to refine these perceptions, preparing us to ensure our innovations are compatible with existing frameworks.

Compatibility

“…Compatibility is perhaps the most important when considering whether an innovation will be successful… Your innovation must be compatible with existing values, beliefs, and practices for adoption… To improve the compatibility of your ideas, engage in a design process, take time to understand your community’s needs and listen to feedback…“​​.

With a grounded understanding, now focus on the questions driving your innovative pursuits.

Innovation Starts with The Quality of Your Questions

“…Innovation starts with the quality of your questions… We are often drawn to ideas because we want to fix problems; starting with an idea feels safe and more fun than starting with a problem… Trust and psychological safety create the culture of collective negative capability, which John Keats coined as the ability to live with ambiguity and uncertainty.”

Now, armed with potent questions and insights, you’re ready to embrace the long tail of innovation, where continuous effort and execution transform fleeting sparks into enduring flames of change.

How To Ride The Long Tail of Innovation

“…Too often, we focus on the flashy, new aspects of innovation and forget about the essential but mundane work that goes into making something successful… Sometimes, the most significant barrier to innovation isn’t a lack of ideas but a lack of execution… It’s easy to forget that innovation is a process, not an event…“​

A process is not a one-time event. This exploration reveals the multi-dimensional nature of innovation, encouraging us to navigate skillfully from conceptual understanding to tangible application.

I hope you enjoyed reviewing these past issues; there are many gems in over 330 newsletters!

Thanks for reading. Please send me a note with any kind, specific and helpful feedback about this issue. I always enjoy hearing from readers.

~ Tom Barrett

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Donate by leaving a tip

Encourage a colleague to subscribe

The Bunurong people of the Kulin Nation are the Traditional Custodians of the land on which I write and create. I recognise their continuing connection and stewardship of lands, waters, communities and learning. I pay my respects to Indigenous Elders past, present and those who are emerging. Sovereignty has never been ceded. It always was and always will be Aboriginal land.

Unsubscribe | Update your profile | Mt Eliza, Melbourne, VIC 3930

.: Promptcraft 28 .: Google’s Bard chatbot gets upgrades

Hello Reader,

Welcome to Promptcraft, your weekly newsletter on artificial intelligence for education. Every Monday, I curate the latest news, tools and resources so you can consider how AI changes how we teach and learn.

In this issue:

Let’s get started!

.: Tom

Latest News

.: AI Updates & Developments

.: OpenAI unveils DALL-E 3, allows artists to opt out of training ➜ OpenAI has recently announced an upgraded version of its text-to-image tool, DALL-E 3, which now uses ChatGPT to assist users in generating prompts. DALL-E 3 has also been designed to produce higher-quality images that more accurately reflect prompts, and it can handle complex content better, such as text. OpenAI has introduced new mechanisms to minimise algorithmic bias and enhance safety, such as the ability to reject harmful requests. Additionally, artists can now opt-out of having their work used for training purposes.

.: Made on YouTube: New AI tools for creators ➜ YouTube is introducing four new AI tools for creators, including Dream Screen, a generative AI tool that creates video or image backgrounds for Shorts; AI Insights, a tool that generates video ideas based on audience preferences; assistive search for creator music, a tool that suggests soundtracks for videos; and Aloud, a dubbing tool that translates videos into various languages.

.: Announcing Microsoft Copilot, your everyday AI companion ➜ Microsoft Copilot is a new AI experience that will help users with various tasks using natural language and the context of their data and apps. Copilot will be available in Windows 11, Microsoft 365, and in the web browser with Edge and Bing. It will also work with popular applications like Paint, Photos, Clipchamp and more.

.: Google’s Bard chatbot gets upgrades and extensions ➜ Read my overview of the various news functions such as multi-modal input and output, double-check plus integration with other core Google Workspace apps.

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.: The great AI “pause” that wasn’t ➜ The organisers of an open letter in March calling for a six-month pause in work on advanced AI lost that battle, but they could be winning a longer-term fight to persuade the world to slow AI down.

.: Amazon will invest up to $4 billion into OpenAI rival Anthropic ➜ Amazon announced a strategic collaboration with Anthropic, best known for its Claude chatbot and founded by siblings Dario and Daniela Amodei who used to work for OpenAI. Amazon will invest up to $4 billion in Anthropic and have a minority ownership position in the company.

.: Grisham, Martin join authors suing OpenAI: “There is nothing fair about this” ➜ A group of famous authors, including John Grisham, Jonathan Franzen, George R.R. Martin, Jodi Picoult, and George Saunders, have filed a lawsuit against OpenAI, accusing the company of infringing their copyrights by using their books to train its large language models (LLMs), such as ChatGPT.

.: Meta’s AI chatbot plan includes a ‘sassy robot’ for younger users ➜ Meta is planning to launch a generative AI chatbot, called Gen AI Personas, that will have different personalities and behaviours to appeal to young users. The chatbot will be available on Instagram and Facebook, and will be able to have human-like conversations with users, provide recommendations, and offer entertainment.

Reflection

.: Why this news matters for education

The competition between Microsoft and Google is heating up as they both aim to offer advanced AI co-pilot features to their users. The two tech giants made significant announcements this week regarding the integration of AI capabilities with their core productivity products.

Unlike the “at-cursor” experience of calling up AI tools when needed, the new shift involves a floating generative AI octopus that can dip into a wide range of your data. This marks an evolution in our digital experience, where we will collaborate with an immersed AI co-pilot.

As these co-pilots analyse documents, emails, search history, and more, they will enable more comprehensive personalisation. However, integrated AI also raises more concerns around data privacy, security and transparency that are still to be determined.

In related news, Microsoft updated Swiftkey’s mobile keyboard with new AI capabilities like image generation. The integration of AI with daily digital tools highlights this ongoing evolution.

As MS 365 and Google Workspace integrate more generative AI tools, users will need to adapt to augmented creativity and productivity. Google has a reported 70% market share in education, so their developments will directly impact the digital experience of teachers and students at some point.

Nonetheless, the scope of possibility will likely expand rapidly. With tech giants racing to embed AI in digital tools, educators and students will soon need to adapt to intelligent co-pilots as a mainstream part of work and learning.

.:

~ Tom

Prompts

.: Refine your promptcraft

A handy way to work on AI generated summaries is to ask for many in the same prompt. Try this:

Take a deep breath and solve this problem step by step. Summarise the text below into 20, 40, 60 and 100 word summaries.
[PASTE YOUR TEXT]

You can also extend this when using tools like GPT-4 which work well with multi-step prompts:

Take a deep breath and solve this problem step by step.
1. Analyse and deconstruct the text below for the key ideas.
2. Summarise the text into 20, 40, 60 and 100 word summaries.
3. Review the quality of your output and make adjustments where you can improve.
[PASTE YOUR TEXT]

Word count accuracy is usually wrong so don’t rely on a chatbot to get this right.

.:

Remember to make this your own, tinker and evaluate the completions.

Learning

.: Boost your AI Literacy

.: ✨ NEW: humAIn learning community for educators

A learning community for educators to connect and explore our humanity in the age of artificial intelligence.

We have 40 places in our October 2023 Cohort only available to Australian educators; apply before October 1 to save your place.

.: ‘I hope I’m wrong’: the co-founder of DeepMind on how AI threatens to reshape life as we know it ➜ Mustafa Suleyman, the co-founder of DeepMind, the most advanced AI research outfit in the world, talks about the mind-blowing potential and perils of artificial intelligence. He discusses his background, his vision, his projects and his concerns about the impact of AI on society, ethics, democracy and the environment. He also shares his insights on how to regulate and govern AI, and how to ensure it is aligned with human values and goals.

.: Indigenous knowledges informing ‘machine learning’ could prevent stolen art and other culturally unsafe AI practices ➜ The authors argue that artificial intelligence (AI) should be informed by Indigenous knowledges and respect Indigenous data sovereignty. They explain how AI can generate art that may exploit or misappropriate Indigenous cultures and artists, and how AI can also reinforce discrimination and colonialism. They suggest that including Indigenous people in creating and deciding what AI can learn could help minimise these risks and promote cultural diversity and safety.

.: See How AI Generates Images from Text ➜ The article explains how some of the most popular image-generating AI models use a technique called a diffusion model, which is based on probability and noise. It illustrates the steps involved in creating images from text captions using this technique, and shows some examples of the results. It also mentions some of the applications and challenges of image-generating AI, such as art, fake news and copyright.

Ethics

.: Provocations for Balance

  • AI-generated art risks exploiting and appropriating Indigenous artistic styles and culture without consent.
  • Indigenous data sovereignty and self-determination principles suggest Indigenous peoples should control their own data and cultural assets.
  • As AI rapidly advances, we must prioritise consent, attribution, and empowerment for historically exploited groups.

~ Inspired by this week’s developments.

.:

That’s all for this week; I hope you enjoyed this issue of Promptcraft. I would love some kind, specific and helpful feedback.

If you have any questions, comments, stories to share or suggestions for future topics, please reply to this email or contact me at tom@dialogiclearning.com

The more we invest in our understanding of AI, the more powerful and effective our educational systems become. Thanks for being part of our growing community!

Please pay it forward by sharing the Promptcraft signup page with your networks or colleagues.

.: Tom Barrett

/Creator /Coach /Consultant

📦 Think (Really) Outside the Box with Creative Constraints

Dialogic #334

Leadership, learning, innovation

Your Snapshot
A summary of the key insights from this issue

⬩ Constraints are not always bad for creativity, but can actually stimulate it in some cases.

⬩ Leaders and facilitators can use constraints to focus efforts and prompt more creative thinking.

⬩ The type, level, and flexibility of constraints, as well as individual factors, influence how they affect creativity.

Think (Really) Outside the Box with Creative Constraints

Many people think that creativity means thinking outside the box without any rules or limits. But is that true? Studies show that some limitations can help us be more creative by giving us focus, guidance, and challenge.

However, not all limits are good for creativity, and some may be harmful. In this issue, we explore how to use boundaries to think outside the box and how we can apply this to our projects.

What are constraints, and how do they affect creativity?

Constraints are any factors that limit your range of possible solutions or actions. They can be external (time, budget, or resources) or internal (goals, skills, or beliefs).

Constraints can affect creativity differently, depending on how we perceive and process them. Some constraints may hinder creativity by reducing motivation, increasing stress, or blocking alternative ideas.

Other constraints may enhance creativity by focusing attention, stimulating divergent thinking, or triggering novel associations.

Which constraints are more impactful for creativity?

Not all constraints have the same impact on creativity. Some research has identified five types of constraints that are relevant to creative work:

  • Time constraints refer to deadlines or schedules that limit the duration of your creative process.
  • Competition constraints refer to the awareness of rivals or competitors in your context.
  • Resource constraints refer to the availability or scarcity of materials, tools, or information needed for your creative task.
  • Anchoring constraints refer to the initial conditions or parameters that define the scope or direction of the task.
  • Autonomy constraints refer to the degree of freedom or control the individual has over the creative task.

According to a meta-analysis of 145 studies, time and competition constraints negatively affect creativity, while resource, anchoring, and autonomy constraints have positive effects.

However, these effects are not guaranteed and may differ from one situation to another.

How can leaders or facilitators use constraints effectively?

If you are a leader or facilitator, you can use constraints as a strategic tool to enhance creativity. Here are some suggestions for using constraints effectively:

  • Use constraints deliberately: Don’t avoid them entirely, but don’t impose them randomly. Choose constraints that are relevant and meaningful for the creative task at hand. For example, you might use resource or anchoring constraints to stimulate different perspectives if you want to generate new project ideas.
  • Prioritise high-impact constraints: Focus on the types of constraints that have positive effects on creativity, such as resources, anchoring, and autonomy. Avoid or minimise constraints that have adverse effects, such as time and competition. For example, suppose you want to improve the quality of creative output. In that case, you might give your team members more autonomy (agency = voice, choice and responsibility) and reduce unnecessary deadlines or pressure.
  • Allow flexibility in constraints: Ensure room for interpretation and adaptation in how constraints are applied. Don’t make them too rigid or fixed. Allow people to adjust or modify constraints as they progress in their creative work. For example, if you want to encourage experimentation and exploration, you might allow people to change the project parameters as they discover new possibilities.

Strategically using constraints can enhance creativity by providing structure, direction and challenge. Still, it requires choosing effective constraints and allowing flexibility.

⏭🎯 Your Next Steps
Commit to action and turn words into works

Identify a current or upcoming creative task you or your team are working on. List the existing or potential constraints that apply to it. Evaluate how they affect your creativity. Keep the ones that are helpful and eliminate or reduce the harmful ones.

Experiment with introducing new constraints to your creative task. Choose limitations that are relevant and meaningful for your job. Try different types of constraints such as resource, anchoring, or autonomy. Observe how they influence your creative thinking and output.

Share your experience and insights with others. Discuss how constraints have helped or hindered your creativity. Learn from others’ perspectives and practices. Seek feedback and suggestions on how to improve your use of constraints.

🗣💬 Your Talking Points
Lead a team dialogue with these provocations

⬩ What examples of constraints have enhanced or hindered your creativity in the past? How did you cope with them?

⬩ What are some types of constraints that you find more stimulating or challenging for your creativity? Why?

⬩ How do you communicate and negotiate constraints with others? How do you handle conflicts or disagreements over constraints?

🕳🐇 Down the Rabbit Hole
Still curious? Explore some further readings from my archive

Here are some of my articles about creativity and constraints.

3 Activities to Help Your Team: Generate, Develop and Judge Ideas “There are hundreds of different activities you can use for generating and developing ideas. I thought I would share a trio that works well together. They each require a specific type of thinking or mindset to be successful. The three activities are good representative examples of Divergent, Emergent and Convergent thinking.”

Imagination, Augmented: How AI Can Be a Creativity AmplifierThe future of creativity is not just human or AI, but a blend of both, offering us a unique opportunity to reach new heights of creative potential.”

Finding the edges of your page “Not to be confused with restraint which is much more about self-control, constraint is about finding the edges of the page before you begin, it is about knowing what limits you have in terms of resources.”

Thanks for reading. Drop me a note with any Kind, Specific and Helpful feedback about this issue. I always enjoy hearing from readers.

~ Tom Barrett

humAIn

A learning community for educators to connect and explore our humanity in the age of artificial intelligence.

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The Bunurong people of the Kulin Nation are the Traditional Custodians of the land on which I write and create. I recognise their continuing connection and stewardship of lands, waters, communities and learning. I pay my respects to Indigenous Elders past, present and those who are emerging. Sovereignty has never been ceded. It always was and always will be Aboriginal land.

Unsubscribe | Update your profile | Mt Eliza, Melbourne, VIC 3930