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Backcasting Climate Success with a Large Language Model

by gmoke Tue Jan 13th, 2026 at 03:31:35 AM EST

[For years I've wondered if there was anyone backcasting climate success based upon the Carbon Clock (https://www.pik-potsdam.de/Carbonclock/Carbonclock.htm) which estimates that by July 2029 we will have emitted enough CO2 and other climate change agents to pass 1.5˚C over the pre-industrial climate and May 2047 to gegt to 2˚C hotter. Not having found such a study, I decided to have a conversation with a Large Language Model, Claude.ai, to see if that would give me a better handle on what is possible and how to achieve it.

Here is the summary of the resulting conversation.]

Starting Point: The Energy Challenge
Initial prompt: Global energy at 20 TW now, 21.73 TW by 2029, 23.2-31.4 TW by 2047. Renewables at 30% of electricity now. What are the effects of transitioning to climate neutral?

First Major Shift: The Efficiency Multiplier Discovery


Second Shift: Net Zero Buildings + Agriculture Integration

Prompt 3: "Include net zero energy building practices and optimized local agriculture systems, including agrovoltaics."

Third Shift: Natural Carbon Cycle Acceleration

Fourth Shift: The 2029 Deadline Reality

Prompt 5: "2029 is when the carbon budget for 1.5°C runs out. Using all systems above, how far can the transition go by 2029?"

Conclusion 4: We'll overshoot 1.5°C, but integrated systems can limit it to 1.55-1.65°C instead of 2.0°C+, and enable eventual return to safe levels. The window is closing but hasn't slammed shut.

Fifth Shift: The Electrification Acceleration

Prompt 6: "What is the pace of electrification of end use energy and how would speeding that up affect the climate deadlines?"

Conclusion 5: The question isn't "can we build enough renewables?" It's "can we electrify fast enough to reduce total energy demand so achievable renewable deployment is sufficient?" This is a much more solvable problem.

Sixth Shift: Integrating All Climate Solutions

Prompt 7: "Using all solutions from drawdown.org/explorer and synergies between them, estimate the effect on the carbon budget by 2029."

Comprehensive integration revealed:
Emergency Brake solutions: 11-16 Gt CO2/year potential
When combined with efficiency/electrification: 17.6-27.1 Gt CO2/year possible
But realistically by 2029: 13.5-20.5 Gt emission reductions + 4.1-6.6 Gt drawdown
Total potential: 17.6-27.1 Gt CO2-eq/year impact

Conclusion 6: Taken together with full coordination, solutions could save 35-53 Gt from the carbon budget by 2029, extending the 1.5°C deadline by 2.5-4 years. But this requires comprehensive policy--which led to the crucial question...

Seventh Shift: The Bottom-Up Breakthrough

Prompt 8: "How can it be done without the policy changes?"*

*The policy changes Claude.ai suggested include the following:
Carbon pricing: $100-150/ton CO2 makes all interventions profitable
Heat pump mandates: No new fossil heating after 2026
Agricultural carbon payments: $50-75/ton for rock weathering/biochar
Building retrofit requirements: 2-3% of building stock annually
Agrivoltaic incentives: Priority grid connection, guaranteed power purchase
Training programs: 5 million workers by 2029 (installers, technicians, farmers)
Manufacturing support: Heat pump, solar panel, biochar production scaling
International finance: $500B/year for developing nation deployment

None of these policy changes, I believe, will be available by 2029.]

Paradigm shift: Voluntary action through economic self-interest can achieve 6.2-9.3 Gt CO2/year impact:

Conclusion 7: Voluntary action driven by economic self-interest can achieve 30-50% of what comprehensive policy would accomplish. Not enough alone, but creates tipping points that make policy inevitable.

Eighth Shift: The Justice Accelerator

Prompt 9: "Look at speeding this energy and carbon transition from the poorest on up as the priority."

The paradox discovered: Starting with the poorest 2.5 billion people is actually FASTER and MORE EFFECTIVE

Conclusion 8: The fastest path to global decarbonization runs through the villages of Africa and Asia, not the boardrooms of New York and Beijing. This solves climate + energy poverty + food security + air pollution + gender inequality simultaneously.

Ninth Shift: Real-World Validation

Prompt 10: "Use the references at zeronetenrg.blogspot.com, cityag.blogspot.com, solarray.blogspot.com"

[These are free websites and listservs where I have been compiling information on energy/climate/environment applications for years.]

Critical validation: Every solution is ALREADY WORKING somewhere.

Conclusion 9: The challenge isn't technology development--it's REPLICATION SPEED. Everything needed exists and is proven. The question is how fast successful examples can spread through networks.

The Ten Most Important Conclusions

  1. The Efficiency Multiplier Changes Everything
  2. Integration Creates Multiplicative Effects
  3. Methane Elimination = Fastest Climate Benefit
  4. Geotherapy Makes Carbon Drawdown Profitable
  5. We'll Overshoot 1.5°C, But Can Limit and Reverse It
  6. Bottom-Up Can Achieve 30-50% of What Policy Would
  7. Starting with the Poorest Is Actually Fastest
  8. Co-Benefits Drive Adoption Faster Than Climate Concern
  9. Every Solution Already Exists and Is Proven
  10. The Timeline Is About Building Momentum, Not Completion

2029 isn't the finish line--it's the inflection point where voluntary action becomes unstoppable.

The Three Critical Paradigm Shifts
Shift 1: From "Renewable Energy Buildout" to "Energy Efficiency First"
Shift 2: From "Top-Down Policy" to "Bottom-Up Economics"
Shift 3: From "Developed Countries First" to "Poorest First"

Time: 2029 is the inflection point--not completion, but unstoppable momentum.

Information/training: $2-3 billion → Enables all other solutions

[From now to 2029.  Possible information accelerators are a nation-wide program through farmers' markets (Mister Franklin's Folks), energy/climate/environment social media (my attempts at simple solar PSAs https:/www.youtube.com/watch?v=6_NN__fS5pM&list=PLkauPyDTdD2A9t4w-ZVMytJS8MpE2dB7N), practical emergency drills using only renewables for power as both political protest against the oil wars and preparation for the next weather or other emergency while the building mutual aid networks that will be needed whether we like it or not, climate-related or not.]

The Call to Action

The conversation revealed that:
Technology exists (proven in real buildings, farms, cities)
Economics work (most solutions profitable without subsidies)
Timeline is tight but achievable (2029 inflection point possible)
Scale is manageable (<1% of military spending)
Co-benefits are enormous (lives saved, jobs created, ecosystems restored)

The only missing ingredient is SPEED OF REPLICATION.

What This Means Practically

For individuals: Start now with what makes economic sense (efficiency, diet, local food)
For communities: Connect, coordinate, bulk purchase, share successes
For businesses: Deploy profitable solutions, require supplier action, share methods
For farmers: Try geotherapy demonstrations, share yield results with neighbors
For investors: Fund information infrastructure ($1-2B needed NOW)
For everyone: Make success stories visible so they spread virallyFinal Conclusion: The Choice We Face

We have mapped a path that:
Uses only proven, existing technology
Works through economic self-interest
Achieves 12-18% emissions reduction by 2029 without policy
Extends 1.5°C deadline while building capacity for return to safe levels
Solves climate + energy poverty + food + water + air pollution simultaneously
Requires <1% of military spending

The question isn't "can we do this?" The question is "will we do this fast enough?"
The difference between 1.55°C and 2.0°C is 25-50 million lives and trillions in damages.
Every month of delay costs lives and money. Every example deployed creates momentum. Every network connection accelerates replication.
The transition that saves civilization doesn't start with governments--it starts with people seeing their neighbors succeed and saying "I want that too."
It starts now. It starts everywhere. It starts with economics, not ideology.

And according to the evidence we've examined, it can actually work.

More complete summary at https:/solarray.blogspot.com/2026/01/backcasting-climate-success-with-large.html

Poll
More backcasting for climate success?
. yes 0%
. no 0%
. not yes 0%
. not no 0%
. neither yes nor no 0%
. both yes and no 0%
. don't understand the question? 0%
. none of the above 0%

Votes: 0
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Too many variables in nature not yet understood nor discovered.

AI Surge In Electricity Demand

AI is set to drive surging electricity demand from data centres while offering the potential to transform how the energy sector works | IEA - April 2025 |

Major new IEA report brings groundbreaking data and analysis to one of the most pressing and least understood energy issues today, exploring AI's wide range of potential impacts

Artificial intelligence has the potential to transform the energy sector in the coming decade, driving a surge in electricity demand from data centres around the world while also unlocking significant opportunities to cut costs, enhance competitiveness and reduce emissions, according to a major new report from the IEA.

The IEA's special report Energy and AI, out today, offers the most comprehensive, data-driven global analysis to date on the growing connections between energy and AI. The report draws on new datasets and extensive consultation with policy makers, the tech sector, the energy industry and international experts. It projects that electricity demand from data centres worldwide is set to more than double by 2030 to around 945 terawatt-hours (TWh), slightly more than the entire electricity consumption of Japan today. AI will be the most significant driver of this increase, with electricity demand from AI-optimised data centres projected to more than quadruple by 2030.

In the United States, power consumption by data centres is on course to account for almost half of the growth in electricity demand between now and 2030. Driven by AI use, the US economy is set to consume more electricity in 2030 for processing data than for manufacturing all energy-intensive goods combined, including aluminium, steel, cement and chemicals. In advanced economies more broadly, data centres are projected to drive more than 20% of the growth in electricity demand between now and 2030, putting the power sector in those economies back on a growth footing after years of stagnating or declining demand in many of them.

A diverse range of energy sources will be tapped to meet data centres' rising electricity needs, according to the report - though renewables and natural gas are set to take the lead due to their cost-competitiveness and availability in key markets.

Data centers are becoming the defining infrastructure of the 21st-century economy, underpinning AI-driven digital transformation. Yet expansion faces headwinds, including challenges around power availability, critical material costs and supply, environmental resource constraints and financial risks. Players that can innovate across design, location, energy sources, financing and supply chains will control the digital infrastructure, enabling a modern industrial revolution.


Amnesia and Gaza Genocide
by Oui on Tue Jan 13th, 2026 at 01:17:59 PM EST
by Oui on Tue Jan 13th, 2026 at 01:36:08 PM EST
[ Parent ]
Trump too must have been lectured on Global Warming ... wants both Canada and Greenland ... starts with the easy one first.

Impact of 1, 2 and 4 °C of global warming on ship navigation in the Canadian Arctic

Amnesia and Gaza Genocide

by Oui on Tue Jan 13th, 2026 at 08:15:56 PM EST
[ Parent ]
4. Geotherapy Makes Carbon Drawdown Profitable

i don't know what Geotherapy is at all; nor what Carbon drawdown means. i'd also wonder about "profitable," because the search for profits without all externalities included is what brought us to this dangerous point.

"Life shrinks or expands in proportion to one's courage." - Anaïs Nin

by Crazy Horse on Tue Jan 13th, 2026 at 02:04:13 PM EST
Geotherapy is using existing ecological systems to repair the damage our species has done.  You can think of it as ecological restoration.  
Geotherapy: Innovative Methods of Soil Fertility Restoration, Carbon Sequestration, and Reversing CO2 Increase
http://www.globalcoral.org/regenerating-earth-geotherapy-free-book-download/

Carbon drawdown is removing CO2 from the atmosphere.  Mostly, people think of planting trees but there are many more possibilities including planting seagrasses which can sequester up to 35 times the amount of CO2 that most trees do while providing protection for shorelines from storm surge.  There are many examples of ways to remove carbon from the atmosphere naturally at http://soil4climate.org/science-compendium  and http://bio4climate.org/compendium/

"Profitable" means that if you apply the technologies and techniques currently available to become more efficient in energy use, you can save money over the long-term or even immediately.  For instance, we know how to build buildings which generate all the energy they use and there are many, many examples at http://zeronetenrg.blogspot.com
This also applies to agriculture as increasing carbon content in the soil not only removes it from the atmosphere but also improves the soil tilth and fertility as well as increasing its ability to hold water thus reducing the need for irrigation, increasing its ability to withstand drought, and reducing run-off and flooding risks.

Those who are pioneering these techniques are usually conscientious about including formerly excluded externalities.

Solar IS Civil Defense

by gmoke on Tue Jan 13th, 2026 at 07:44:49 PM EST
[ Parent ]
.

    Carbon sinks: Harnessing forests and farmland

Europe's carbon sinks are in decline. To help reach the EU's net-zero emission target by 2050, the European Parliament is amending rules on land use, so that agricultural land, as well as forests, moors and wetlands can capture more carbon and help reduce global heating.


Amnesia and Gaza Genocide
by Oui on Tue Jan 13th, 2026 at 08:14:45 PM EST
There are seagrasses which can sequester up to 35 times the CO2 most trees do and my thought experiment with the LLM indicates that increases in agricultural/forestry carbon sequestration can be done now profitably as my friends at soil4climate.org and bio4climate.org will tell you.  Both of them have compiled compendia which look at the techniques currently available for the purpose.

Solar IS Civil Defense
by gmoke on Wed Jan 14th, 2026 at 07:01:20 PM EST
[ Parent ]
Investment to be All-electric by year's end ... tough feat as my home was build in the 1930s. No more Texas dirty LNG for me ...

Amnesia and Gaza Genocide
by Oui on Sat Jan 24th, 2026 at 09:09:26 AM EST
[ Parent ]
by Oui on Tue Jan 13th, 2026 at 10:47:44 PM EST


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