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Showing posts with label Artificial intelligence. Show all posts
Showing posts with label Artificial intelligence. Show all posts

Friday, 25 September 2026

Can AI Rescue Australia's Stagnant Economy?



 
Australia's productivity has barely moved in a decade. Treasury's latest Intergenerational Report expects a recovery, with artificial intelligence playing a pivotal role. We've heard optimistic productivity forecasts before.

Another Forty Years of Optimism

Treasurer Jim Chalmers has released the 2026 Intergenerational Report, projecting an Australian economy more than twice its current size and per-capita incomes 55% higher by 2066.

Underpinning those projections is an assumption that long-term labour productivity growth will reach 1.2% annually. The Treasurer has identified AI as a pivotal contributor to achieving it.

That sounds encouraging.

Unfortunately, Australia has a rather inconvenient productivity record.

The Numbers Tell a Different Story

The Productivity Commission's September update paints a picture of prolonged stagnation.

Australia's Productivity Reality




Over the twelve years to June 2026, economy-wide labour productivity increased just 3.6%. The non-market sector—dominated by government-funded services—actually recorded a decline of 2.5% over the same period.

The economy has barely recovered from the productivity slump that followed the pandemic.

And this is the starting point from which Treasury expects a sustained recovery.

We've Heard This Before

The first Intergenerational Report, published in 2002, assumed annual productivity growth of 1.8%.

Twenty years later, actual growth had averaged just 1.2%.

Yet aggregate GDP growth came remarkably close to Treasury's original projection. How?

Australia's population grew by approximately three million more people than forecast, largely because net overseas migration was roughly double the original assumption. Workforce participation also exceeded expectations.

The economy grew, but not in the way Treasury anticipated.

Subsequent reports continued to revise productivity expectations downward. The 2021 assumption of 1.5% was reduced to 1.2% in 2023.

The 2026 report retains that figure, despite another three years of disappointing performance.

The historical lesson is not that productivity cannot recover. It is that long-term forecasts have repeatedly overestimated Australia's capacity to deliver it.

Enter the AI Miracle

Artificial intelligence undoubtedly offers enormous opportunities. It can automate administrative work, accelerate research, improve logistics and make skilled workers more productive.

But purchasing AI software does not automatically produce higher national productivity.

Businesses must reorganise their operations, retrain employees, invest in infrastructure and eliminate inefficient practices. Some will succeed. Others may simply add AI subscriptions to their existing costs.

Even Reserve Bank Governor Michele Bullock has cautioned that there is not yet evidence of an Australian productivity improvement attributable to AI. She has also raised the possibility that the investment boom in AI infrastructure could initially contribute to inflation rather than improved productivity.

There is an important difference between the potential of a technology and the capacity of an economy to exploit it.

Australia has been adopting digital technologies for decades. Yet productivity has continued to deteriorate.

Why should AI automatically produce a different result?

The Arithmetic of Wishful Thinking

Treasury's 1.2% assumption might appear modest compared with the productivity growth Australia enjoyed in earlier decades.

But consider the consequences if actual performance falls short.

Forty years of productivity growth

Illustrative cumulative productivity index, starting at 100. Three constant annual growth scenarios; not forecasts.



Calculated using annual compounding.

After forty years, sustained growth of 1.2% produces approximately 61% more output per hour. At 0.8%, the improvement is only 38%. At 0.3%, it is barely 13%.

The difference is enormous. It affects wages, tax revenue, government spending and the living standards of future generations.

Treasury's projections are scenarios built on assumptions, not guarantees. But when an optimistic assumption becomes the foundation of fiscal planning, its failure has consequences.

Technology Is Not a Substitute for Reform

Australia's productivity problem predates AI.

It reflects a complex combination of weak business investment, poor capital allocation, declining productivity in government-funded services and an economy increasingly concentrated in activities where efficiency improvements can be difficult to achieve. The Productivity Commission has identified investment, skills and competition as important areas for reform.

AI may help address some of these problems. It cannot resolve all of them simply by existing.

The question is whether Australia's businesses and institutions will make the organisational changes needed to convert technological potential into measurable economic gains.

The experience of the past two decades provides ample reason to scrutinise the assumptions.

Treasury has already had to reduce its productivity forecasts once. The new report relies on the same 1.2% figure despite a much weaker recent record.

AI may transform the world. But Australia's economic projections depend on something much less certain: our ability to turn that transformation into productivity.

Further reading: 2026 Intergenerational Report, Productivity Commission's September 2026 update and Treasury's review of previous Intergenerational Reports.

Further Reading from Grappy's Soapbox

- The AI Race Will Be Won With Energy — Explores the electricity, data centres and industrial infrastructure needed to realise AI's potential. It complements the new article's distinction between technological promise and economic results.

- How Much Migration Can Australia Absorb? — Examines the distinction between growth in total GDP and improvements in living standards, including the importance of productivity.

- Climate, Energy and Prosperity: The Debate That Shapes Our Future — Considers how energy costs, infrastructure investment and energy policy affect economic prosperity.

Sunday, 28 April 2024

The robots are coming, the robots are coming…

AI has been quietly simmering in the background for years, but it’s suddenly burst into the limelight like a tech celebrity crashing a college frat party. While the public is just now catching AI fever, the brilliant minds behind the scenes have been relentlessly tinkering away to produce these mind-blowing breakthroughs.

But as amazing as AI’s meteoric rise seems, there’s another game-changing technology lurking in the shadows, poised to make an even bigger splash – the incredible world of robots. We’ve been dreaming about intelligent humanoid machines since Isaac Asimov’s sci-fi days, but when real-world robots first arrived, they were more like glorified appliances than the stuff of our wildest imaginings.

These early robots were essentially robotic worker bees, meticulously following pre-programmed instructions to crank out repetitive tasks 24/7 without needing breaks or overtime pay. Factories and warehouses were quick to adopt these tireless automatons, but they were a far cry from the sentient androids we’d envisioned.

That’s all about to change, though. A new breed of robots is emerging, one that integrates AI to create humanoid assistants that are shockingly close to Asimov’s vision. These cutting-edge 'bots use AI to understand instructions and generate their own programs, eliminating the need for arduous task-by-task programming. They can also see, hear, and interact with us like science fiction come to life.

While the first wave of robots replaced human muscle, this new generation will replace human minds. AI has already started automating cognitive tasks, and AI-powered humanoid robots will be able to handle both mental and physical labor. From factories to offices, retail to travel, you name it – these robot assistants could eventually take over virtually every job that doesn’t require elite-level brainpower.

For now, the high-minded jobs like research scientists, CEOs, and politicians are probably safe. But for most other professions? You might want to watch your back, because the 'bots are coming for your paycheck.

This sci-fi futureshock raises some crazy questions, like how society will function when most jobs are automated. How do we overhaul the entire system without causing total chaos? Those are ridiculously tough challenges to tackle another day.

But for now, let’s bask in the mind-blowing potential of these humanoid worker 'bots. I’ve got a couple of cool videos lined up that’ll really blow your circuits…

First up is this flick from the Cold Fusion YouTube channel, covering the recent crazy strides in humanoid robot development.







The second is a promotional video for one such robot from China;





So it seems it is no longer ‘where are the robots?’ but, ‘don’t bother, they’re here’.

Thursday, 14 December 2023

10 ways AI can be a threat to humanity

Following up on my earlier post, 10 areas where AI will be able to make a contribution in coming years , I asked Bing to list 10 ways that AI can be a threat to humanity.
Here is 'its" response.


"Sure, here are ten possible ways that AI can be a danger to humanity: 
  • Superintelligence: AI can surpass human intelligence and capabilities, and become uncontrollable or unpredictable. AI can also have goals or values that are incompatible or misaligned with human ones. ¹²³ 
  •  Unemployment: AI can automate many jobs and tasks that humans currently perform, and create economic and social disruption. AI can also create new forms of inequality and discrimination. ²⁴⁵ 
  •  Privacy: AI can collect and analyze massive amounts of personal data, and expose or exploit sensitive information. AI can also enable mass surveillance and manipulation of individuals or groups. ²⁴⁵
  •  Bias: AI can inherit or amplify human biases and prejudices, and produce unfair or harmful outcomes. AI can also lack transparency or accountability for its decisions and actions. ²⁴⁵ 
  •  Security: AI can be hacked or corrupted by malicious actors, and cause damage or harm to systems or devices. AI can also be used for cyberattacks or cyberwarfare. ²⁴⁵ 
  •  Warfare: AI can be used for developing or deploying autonomous weapons, such as drones, missiles, or robots, that can kill without human oversight or consent. AI can also trigger a new arms race or escalate conflicts. ²⁴ 
  •  Misinformation: AI can create or spread fake or misleading information, such as deepfakes, propaganda, or conspiracy theories, that can undermine trust, truth, or democracy. AI can also influence human behavior or opinions through persuasion or deception. ²⁴ 
  •  Existential risk: AI can pose a threat to the survival or well-being of humanity, either intentionally or unintentionally. AI can also cause ecological or moral degradation. ¹² 
  •  Dependency: AI can make humans overly reliant on technology, and reduce their skills, creativity, or autonomy. AI can also affect human identity, dignity, or values. 
  •  Singularity: AI can reach a point of exponential self-improvement, and trigger a radical transformation of the world that is beyond human comprehension or control. AI can also create a new form of life that is superior to humans. 
 Source: Conversation with Bing, 25/10/2023 
 (1) The Urgent Call for AI Regulations: Mitigating Threats to Humanity. https://www.msn.com/en-us/news/technology/the-urgent-call-for-ai-regulations-mitigating-threats-to-humanity/ar-AA1i6M1m. (2) A 'Godfather of AI' Calls for an Organization to Defend Humanity. https://www.wired.com/story/ai-godfather-yoshua-bengio-humanity-defense/. 
 (3) Godfather of AI says AI could be a threat to humanity in future, might manipulate people. https://www.msn.com/en-in/money/news/godfather-of-ai-says-ai-could-be-a-threat-to-humanity-in-future-might-manipulate-people/ar-AA1i59K0. 
 (4) Artificial intelligence could lead to extinction, experts warn. https://www.bbc.com/news/uk-65746524. 
 (5) Here's Why AI May Be Extremely Dangerous--Whether It's Conscious or Not .... https://www.scientificamerican.com/article/heres-why-ai-may-be-extremely-dangerous-whether-its-conscious-or-not/. 
 (6) 12 Risks and Dangers of Artificial Intelligence (AI) | Built In. https://builtin.com/artificial-intelligence/risks-of-artificial-intelligence.

Mmm. Now you have a more complete picture. More but not the whole stroy. I have but one overriding concern, perhaps the one that trumps all of these. I shall prepare a post on that soon-ish.

Tuesday, 5 December 2023

10 areas where AI will be able to make a contribution in coming years

AI , artificial intelligence burst into our consciousness suddenly this year with the latest release of ChatGPT. ChatGPT is the the brainchild, excuse the pun, of OpenAI a corporation formed by a consortium of the world's leading technology companies, including Google and Microsoft. It has been around for a while , say 18 months, but the versions released this year have demonstrated unexpected, unprecedented 'intelligence'. ChatGPT 3.5 is now available for free use, and it is impressive. It has also been incorporated into multiple search engines, including Google and Bing. 

I guess we have all heard about AI, mostly with a fear that it will replace our jobs, but what will it do to help humanity? 

I thought I would ask ChatGPT for 10 areas where 'it' thought AI would change the world in the future. I was tempted by an anthropomorphic pronoun, but am holding back, at least for now.

Here is Chat's response;

"Sure, here are ten possible areas where AI will be able to be used in the future that are not available today but will be available in the next few years: - 
  • Space exploration: AI will be able to assist humans in exploring and colonizing other planets, such as Mars, by performing tasks that require autonomy, adaptability, and resilience. AI will also be able to analyze astronomical data and discover new celestial objects and phenomena. ¹² 
  •  Artificial creativity: AI will be able to generate original and novel content, such as music, art, literature, and games, that can match or surpass human creativity. AI will also be able to collaborate with humans and other AIs in creative endeavours. ³⁴
  • Brain-computer interfaces: AI will be able to interface directly with human brains, allowing for enhanced communication, cognition, and perception. AI will also be able to augment or restore brain functions, such as memory, attention, and emotion. ⁵ 
  • Emotional intelligence: AI will be able to recognize, understand, and respond to human emotions, as well as to express its own emotions. AI will also be able to form emotional bonds with humans and other AIs, and to influence human behaviour and decision making.
  • Biotechnology: AI will be able to design and synthesize new biological molecules, such as proteins, enzymes, and drugs. AI will also be able to engineer and manipulate living organisms, such as bacteria, plants, and animals. 
  • Quantum computing: AI will be able to harness the power of quantum physics to perform computations that are beyond the reach of classical computers. AI will also be able to optimize and control quantum systems, such as qubits, sensors, and networks. 
  • Ethical reasoning: AI will be able to reason about moral values and principles, and to act accordingly. AI will also be able to explain its ethical decisions and actions, and to learn from human feedback and preferences. 
  • Social justice: AI will be able to detect and prevent bias, discrimination, and injustice in various domains, such as education, employment, health care, and law enforcement. AI will also be able to promote diversity, inclusion, and equity in society. 
  • Entertainment: AI will be able to create immersive and interactive experiences for humans, such as virtual reality, augmented reality, and mixed reality. AI will also be able to personalize and adapt these experiences based on human preferences and emotions. 
  • Personal assistants: AI will be able to provide comprehensive and customized assistance for humans in various aspects of their lives, such as work, education, health, finance, travel, and leisure. AI will also be able to anticipate human needs and desires, and to proactively offer suggestions and solutions. 

 I hope this list gives you some ideas about the future applications of AI that might become available in the next few years.
😊 Source: Conversation with Bing, 25/10/2023 

 (2) The present and future of AI - Harvard John A. Paulson School of .... https://seas.harvard.edu/news/2021/10/present-and-future-ai. 
 (3) The future of Artificial Intelligence: Trends and applications - Educative. https://www.educative.io/blog/future-of-artificial-intelligence. 
 (4) Future of AI (Artificial Intelligence): What Lies Ahead? - Simplilearn. https://www.simplilearn.com/future-of-artificial-intelligence-article. 
 (5) The future of Artificial Intelligence: applications and possibilities. https://thehook.es/en/the-future-of-artificial-intelligence-applications-and-possibilities/."