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Sustainable Artificial General Intelligence (SAGI)

What is Sustainable Artificial General Intelligence (SAGI)

Sustainable Artificial General Intelligence (SAGI) is a concept that aims to develop artificial intelligence (AI) systems that are not only capable of human-level intelligence but also operate in a way that is environmentally responsible, socially beneficial, and ethically sound. 

This means building AI that can meet the needs of the present without compromising the ability of future generations to meet their own needs.


There are two main aspects to SAGI:

1. Sustainability of AI

This focuses on making the development and deployment of AI itself more sustainable. This includes:

  • Reducing the environmental impact of AI: AI systems can be very energy-intensive, requiring large amounts of computing power and data storage. SAGI research is exploring ways to make AI systems more efficient and to use renewable energy sources to power them.
  • Mitigating the social risks of AI: AI has the potential to exacerbate existing social inequalities and create new ones. SAGI research is working to develop AI systems that are fair, unbiased, and transparent.
  • Ensuring the safety and security of AI: AI systems can be vulnerable to hacking and misuse. SAGI research is working to develop AI systems that are robust and secure.

2. AI for Sustainability

This focuses on using AI to solve some of the world’s most pressing sustainability challenges, such as:

  • Climate change: AI can be used to develop more efficient energy systems, manage renewable resources, and predict and mitigate the effects of climate change.
  • Resource scarcity: AI can be used to optimize resource use, reduce waste, and develop new materials and technologies.
  • Global health: AI can be used to improve healthcare diagnosis and treatment, predict and prevent disease outbreaks, and personalize medicine.

SAGI is still a nascent field, but it is one with enormous potential. By developing AI that is both powerful and sustainable, we can create a future that is more prosperous, equitable, and resilient.

Here are some additional thoughts on SAGI:

  • The development of SAGI will require collaboration between a wide range of stakeholders, including scientists, engineers, policymakers, and ethicists.
  • It is important to start thinking about SAGI now, as the decisions we make today will shape the future of AI.
  • SAGI has the potential to make a real difference to the world, but it is important to use it responsibly and ethically.

Data on Sustainable Artificial General Intelligence (SAGI)

Quantitative Data:

  • Environmental Footprint:
    • AI model training can account for up to 5% of global electricity consumption. (source: Stanford University paper)
    • A single large language model training run can emit up to 550,000 kg of CO2, equivalent to 5 flights between New York and London. (source: OpenAI study)
  • Economic Opportunities:
    • The global AI market is projected to reach $5.1 trillion by 2025, with significant growth in sustainable applications. (source: Statista)
    • AI-powered clean energy solutions could create 8.3 million new jobs globally by 2030. (source: International Renewable Energy Agency)
  • Social Impact:
    • AI could potentially increase global GDP by $5.2 trillion by 2025, but also contribute to economic inequality if not managed responsibly. (source: Accenture report)
    • AI-driven healthcare tools could help diagnose diseases and personalize treatment, potentially saving millions of lives. (source: World Health Organization)

Qualitative Data:

  • Examples of Sustainable AI initiatives:
    • DeepMind AlphaStar mastering StarCraft II at a professional level with significantly lower energy consumption than traditional methods.
    • Google AI developing AI tools to optimize renewable energy production and predict extreme weather events.
    • Microsoft using AI to analyze satellite imagery and identify illegal deforestation activities.
  • Challenges and risks:
    • Potential for bias and discrimination in AI algorithms.
    • Job displacement due to AI automation.
    • Malicious use of AI for cyberattacks or autonomous weapons.
  • Ethical frameworks and guidelines:
    • The Asilomar AI Principles outline ethical considerations for AI development and deployment.
    • The European Union’s draft AI regulations propose requirements for transparency, fairness, and accountability.

This is just a small sampling of data on SAGI. I encourage you to explore the resources provided for further information and engage in critical discussions about the potential and challenges of this emerging field.

Sustainable Artificial General Intelligence (SAGI)

Projects of Sustainable Artificial General Intelligence (SAGI)

The exciting realm of Sustainable Artificial General Intelligence (SAGI) boasts a plethora of ongoing projects tackling diverse challenges across environmental, social, and economic spheres. Here are some captivating examples to pique your interest:

Environment:

  • Project: EarthSense: Developed by Microsoft, this AI platform leverages satellite imagery and machine learning to detect illegal deforestation, monitor biodiversity, and track carbon emissions, empowering environmental protection efforts.
  • Project: DeepWind: A Google AI initiative, DeepWind utilizes machine learning to optimize wind farm operations, predicting wind patterns and maximizing energy production while minimizing environmental impact.
  • Project: Climate TRACE: This open-source initiative combines AI and big data analysis to track greenhouse gas emissions globally, enhancing accountability and transparency in climate action.

Society:

  • Project: DeepMind AlphaFold: This groundbreaking AI program predicts protein structures with remarkable accuracy, potentially revolutionizing drug discovery and personalized medicine, paving the way for more sustainable healthcare solutions.
  • Project: Project Redwood: Launched by Google AI, Redwood aims to develop AI tools that can efficiently analyze medical scans and diagnose diseases, providing earlier interventions and improving healthcare outcomes, particularly in resource-limited settings.
  • Project: OpenAI GPT-3 for Education: This project explores the potential of large language models like GPT-3 to personalize education, tailoring learning materials and providing real-time feedback to individual students, promoting sustainable and equitable access to quality education.

Economy:

  • Project: Green AI Grid: A collaborative effort between Google AI and partners, Green AI Grid employs AI to optimize energy demand and integrate renewable energy sources into smart grids, promoting energy efficiency and grid resilience.
  • Project: AI for Sustainable Agriculture: Several initiatives, like IBM’s Food Trust and Microsoft’s FarmBeats, harness AI to optimize crop yields, manage water resources, and reduce pesticide use, fostering sustainable agricultural practices and food security.
  • Project: Responsible AI for Finance: This project from the Montreal Declaration for Responsible AI in Finance explores how AI can be used ethically and sustainably in the financial sector, promoting economic stability and addressing risks like greenwashing.

These are just a few glimpses into the diverse landscape of SAGI projects. Remember, this field is rapidly evolving, and countless other initiatives are underway, tackling everything from disaster management and clean water provision to sustainable supply chains and responsible waste management.

The potential of SAGI to contribute to a more sustainable future is immense. By staying informed about ongoing projects and engaging in dialogue about their ethical implications and responsible development, we can pave the way for a future where AI empowers positive change across all aspects of our world.

Sustainable Artificial General Intelligence (SAGI)

Conclusion of Sustainable Artificial General Intelligence (SAGI)

Sustainable Artificial General Intelligence (SAGI) represents a critical juncture in our technological journey, holding immense potential to reshape our world for the better. 

While still in its nascent stages, SAGI presents a compelling vision for AI that transcends mere technological brilliance, focusing on harnessing its power for environmental sustainability, social good, and economic prosperity.

Key takeaways:

  • Sustainability imperative: Addressing the environmental footprint of AI development and operation is crucial for responsible advancement. SAGI emphasizes energy-efficient hardware, efficient algorithms, and renewable energy sources to minimize AI’s environmental impact.
  • Social impact: SAGI aims to tackle critical social challenges like healthcare disparities, educational inequities, and ethical decision-making in AI systems. Its potential to personalize healthcare, improve education, and mitigate bias offers promising solutions for a more equitable future.
  • Economic opportunities: AI can be a powerful tool for optimizing resource utilization, creating new green jobs, and fostering sustainable economic growth. SAGI initiatives in areas like precision agriculture, green energy grids, and responsible finance offer avenues for a thriving and sustainable economy.
  • Challenges and ethics: Addressing bias, job displacement, and potential misuse of AI are crucial considerations for responsible SAGI development. Ethical frameworks, diverse stakeholder engagement, and robust safety measures are key to harnessing the benefits of AI while mitigating its risks.
  • Collaboration and the future: Global collaboration, public engagement, and continuous research are vital for realizing the full potential of SAGI. By working together, we can ensure that AI becomes a force for good, contributing to a sustainable and prosperous future for all.

SAGI is not just about building more powerful AI; it’s about building AI for good. By prioritizing sustainability, ethical considerations, and responsible development, we can unlock the transformative potential of SAGI and shape a future where technology empowers positive change across all aspects of our lives.

https://www.exaputra.com/2024/01/sustainable-artificial-general.html

Renewable Energy

ACORE Statement on Treasury’s Safe Harbor Guidance

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ACORE Statement on Treasury’s Safe Harbor Guidance

Statement from American Council on Renewable Energy (ACORE) President and CEO Ray Long on Treasury’s Safe Harbor Guidance:

“The American Council on Renewable Energy (ACORE) is deeply concerned that today’s Treasury guidance on the long-standing ‘beginning of construction’ safe harbor significantly undermines its proven effectiveness, is inconsistent with the law, and creates unnecessary uncertainty for renewable energy development in the United States.

“For over a decade, the safe harbor provisions have served as clear, accountable rules of the road – helping to reduce compliance burdens, foster private investment, and ensure taxpayer protections. These guardrails have been integral to delivering affordable, reliable American clean energy while maintaining transparency and adherence to the rule of law. This was recognized in the One Big Beautiful Act, which codified the safe harbor rules, now changed by this action. 

“We need to build more power generation now, and that includes renewable energy. The U.S. will need roughly 118 gigawatts (the equivalent of 12 New York Cities) of new power generation in the next four years to prevent price spikes and potential shortages. Only a limited set of technologies – solar, wind, batteries, and some natural gas – can be built at that scale in that timeframe.”

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ABOUT ACORE

For over 20 years, the American Council on Renewable Energy (ACORE) has been the nation’s leading voice on the issues most essential to clean energy expansion. ACORE unites finance, policy, and technology to accelerate the transition to a clean energy economy. For more information, please visit http://www.acore.org.

Media Contacts:
Stephanie Genco
Senior Vice President, Communications
American Council on Renewable Energy
genco@acore.org

The post ACORE Statement on Treasury’s Safe Harbor Guidance appeared first on ACORE.

https://acore.org/news/acore-statement-on-treasurys-safe-harbor-guidance/

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Should I Get a Solar Battery Storage System?

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Frequent power outages, unreliable grid connection, sky-high electricity bills, and to top it off, your solar panels are exporting excess energy back to the grid, for a very low feed-in-tariff. 

Do all these scenarios sound familiar? Your answer might be yes! 

These challenges have become increasingly common across Australia, encouraging more and more homeowners to consider solar battery storage systems. 

Why? Because they want to take control of their energy, store surplus solar power, and reduce reliance on the grid.  

But then again, people often get perplexed, and their biggest question remains: Should I get a Solar Battery Storage System in Australia? 

Well, the answer can be yes in many cases, such as a battery can offer energy independence, ensure better bill savings, and provide peace of mind during unexpected power outages, but it’s not a one-size-fits-all solution.  

There are circumstances where a battery may not be necessary or even cost-effective. 

In this guide, we’ll break down when it makes sense and all the pros and cons you need to know before making the investment.

Why You Need Battery Storage Now?

According to data, Australia has surpassed 3.9 million rooftop solar installations, generating more than 37 GW of PV capacity, which is about 20% of electricity in the National Electricity Market in 2024 and early 2025.  

Undoubtedly, the country’s strong renewable energy targets, sustainability goals, and the clean‑energy revolution have brought solar power affordability, but the next step in self‑reliance is battery storage. 

Data from The Guardian says that 1 in 5 new solar installs in 2025 now includes a home battery, versus 1 in 20 just a few years ago, representing a significant leap in adoption.  

Moreover, the recent launch of the Cheaper Home Batteries program has driven this uptake even further, with over 11,500 battery units installed in just the first three weeks from July 1, and around 1,000 installations per day. 

Overall, the Australian energy market is evolving rapidly. Average household battery size has climbed to about 17 kWh from 10–12 kWh previously.  

Hence, the experts are assuming that 10 GW of new battery capacity will be added over the next five years, competing with Australia’s current coal‑fired capacity.

What Am I Missing Out on Without Solar Batteries?

Honestly? You’re missing out on the best part of going solar. 

Renewable sources of energy like solar, hydro, and wind make us feel empowered. For example, solar batteries lower your electricity bills, minimize grid dependency, and also help to reduce your carbon footprint 

But here’s the catch! Without battery storage, you’re only halfway there! 

The true magic of solar power isn’t just in producing clean energy; it’s storing and using it efficiently.  

A solar battery lets you store excess energy and use it when the sun goes down or the grid goes out. It’s the key to real energy independence. Therefore, ultimately, getting a battery is what makes your solar system truly yours.

Why You Need Battery Storage Now

Here’s a list of what you’re missing out on without a solar battery: 

  1. Energy Independence 
  2. Batteries help you to stay powered even during blackouts or grid failures. With energy storage, you don’t have to think of fuel price volatility and supply-demand disruption in the  Australian energy market. 

  3. Maximized Savings  
  4. Adding a solar battery to your solar PV system allows you to use your own stored energy at night instead of repurchasing it at high rates. It also reduces grid pressure during peak hours, restoring grid stability. 

  5. Better Return on Investment ROI 
  6. Tired of Australian low feed-in-tariff rates 

    Make full use of your solar system by storing excess power at a low price rather than exporting it. Solar panel and battery systems can be a powerful duo for Australian households.  

  7. Lower Carbon Footprint 
  8. Despite the steady growth in solar, wind, and hydro, fossil fuels still dominate the grid. Fossil fuels supplied approximately 64% of Australia’s total electricity generation, while coal alone accounted for around 45%. 

    These stats highlight why solar battery storage is so valuable. By storing surplus solar energy, homeowners can reduce their reliance on a grid that still runs on coal and gas.  

  9. Peace of Mind 
  10. Enjoy 24/7 uninterrupted power, no matter what’s happening outside.  

    Besides powering urban homes and businesses, batteries also provide reliable power backup for off-grid living at night when your solar panel can’t produce, ensuring peace of mind. 

What Size Solar Battery Do I Need?

While choosing the battery size, it isn’t just about picking the biggest one you can afford; it’s about matching your household’s energy consumption pattern. There is no one-size battery that will make financial or functional sense for everyone. 

Nevertheless, if you have an average family of four with no exceptional power demands, you may get by with a 10kWh to 12kWh battery bank as a ready-to-roll backup system.  

Well, this is just an estimation, as we have no idea of your power needs, because selecting a battery is highly subjective to the household in question. 

With that being said, you can get a good idea of how much power you use on average by analyzing your electric bill copy. Also, keeping track of which appliances you use the most and which ones require the most power will help you.  

So, to figure out the ideal battery size for your home, you need to consider three most important things: 

  1. Your Daily Energy Usage

Check your electricity bill for your average daily consumption (in kWh). Most Australian homes use between 15 to 25 kWh per day. 

  1. Your Solar System Output

How much excess solar energy are you generating during the day? That’s the power you’ll store to use later rather than exporting. 

  1. Your Nighttime Power Usage

A battery is most useful at night or during grid outages. So, estimate how much power you typically use after sunset. However, by using a battery, you can also get the freedom of living off the grid. 

Sizing Up: The Ideal Home Battery for Aussies! 

  • For small households and light usage, a 5 kWh battery will be suitable. 
  • For average Australian households, adding a 10 kWh battery would be enough. 
  • Large homes and high-energy users will need a 13 to 15 kWh system. 
  • For full independence, off-grid living, or blackout protection, you may require a larger battery size of 20+ kWh. 

Want help calculating your exact needs? Just drop your daily usage and solar output, and we’ll do the math for you! Cyanergy is here to help!  

Sizing Up: The Ideal Home Battery for Aussies! 

  • For small households and light usage, a 5 kWh battery will be suitable. 
  • For average Australian households, adding a 10 kWh battery would be enough. 
  • Large homes and high-energy users will need a 13 to 15 kWh system. 
  • For full independence, off-grid living, or blackout protection, you may require a larger battery size of 20+ kWh. 

Want help calculating your exact needs? Just drop your daily usage and solar output, and we’ll do the math for you! Cyanergy is here to help! 

How Much Do Solar Batteries Cost?

How Much Do Solar Batteries Cost

Previously, you would have to pay between $3000 and $3600 for the battery alone, plus the cost of installation, for every kWh of solar battery storage.  

However, you can currently expect to pay between $1200 and $1400 for each kWh of solar battery storage. That is a price reduction of approximately 52%, and things will only get better from here. 

Does that imply solar batteries are cheap now? Not really, but the cost is well justified by the pros of having a battery storage system. 

Also, while paying for solar batteries, you have to consider many other factors like the type of battery, your solar panel system configurations and compatibility, brand, and installation partner.  

These will significantly influence the price range of battery storage. 

Is a Solar Battery Worth It | Pros and Cons at a Glance

It’s okay to feel a little overwhelmed while deciding to invest your hard-earned money in a battery.  

So, here we’ve listed the pros and cons of having a solar battery to help you in the decision-making process. 

Benefits of Solar Battery Storage 

  • Solar batteries help you become self-sustaining. 
  • You don’t have to care about power outages anymore 
  • In the event of any natural disaster, you will still have a power source 
  • Battery prices are dropping significantly as we speak 
  • During peak hours, grid electricity prices increase due to high demand; you can avoid paying a high price and use your battery. It’s essentially free energy, as solar generates energy from the sun. 
  • Reduced carbon footprint as the battery stores energy from a renewable source. 

Advantages of battery for the grid and national energy system: 

  • Batteries support Virtual Power Plants (VPPs). In 2025, consumers get financial bonuses (AUD 250‑400) for joining, plus grid benefits via distributed dispatchable power.  
  • Grid‑scale batteries like Victoria Big Battery or Hornsdale Power Reserve are increasing system resilience by storing large amounts of renewable energy and reducing blackout risk. 

Drawbacks of Solar Battery Storage 

  • One of the biggest barriers is that solar batteries have a high upfront cost, which makes installation harder for residents. 
  • Home batteries require physical space, proper ventilation, and can’t always be placed just anywhere, especially in smaller homes or apartments. 
  • Most batteries, like lithium-ion batteries, last 5 to 15 years, meaning they may need replacement during your solar system’s lifetime. 
  • While many systems are low-maintenance, some may require software updates, monitoring, or even professional servicing over time. 
  • Battery production involves mining and processing materials like lithium or lead, which raise environmental and ethical concerns.   

Should You Buy a Solar Battery?: Here’s the Final Call!

You should consider buying a solar battery if several key factors align with your situation.  

First, it’s a strong financial move if you live in a state where federal and state incentives can significantly reduce the upfront cost. This can make the investment far more affordable.  

A solar battery can be especially worthwhile if you value having backup power during outages, lowering your electricity bills, and gaining a measure of energy independence from the grid.  

Additionally, you should be comfortable with taking a few extra steps to get the most value out of your system, such as joining a virtual power plant (VPP), which allows your battery to participate in grid services in exchange for modest returns.  

Finally, it’s worth noting that rebates decline annually, and early adopters get the most value.  

Takeaway Thoughts

Installing a solar battery in Australia in mid‑2025 offers substantial financial, environmental, and energy‑security benefits, especially if you qualify for multiple subsidies and have good solar capacity.  

With rebates shrinking after 2025 and demand surging, early movers stand to benefit most. 

By helping balance the grid and reduce dependence on fossil fuels, home battery adoption contributes significantly to Australia’s national goals of 82% renewable energy by 2030 

It’s not just about savings; it’s about being part of a smarter, cleaner, more resilient electricity future for Australia. 

Looking for CEC-accredited local installers?  

Contact us today for any of your solar needs. We’d be happy to assist!  

Your Solution Is Just a Click Away

The post Should I Get a Solar Battery Storage System? appeared first on Cyanergy.

Should I Get a Solar Battery Storage System?

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Renewable Energy

Wine Grapes and Climate Change

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I just spoke with a guy in the wine industry, and I asked him how, if at all, climate change is affecting what we does.

From his perspective, it’s the horrific wildfires whose smoke imbues (or “taints”) the grapes with an unpleasant flavor that needs to be modified, normally by creative methods of blending.

Wine Grapes and Climate Change

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