On Dec 16, 2025, at 2:06 PM, John Nissen <johnnis...@gmail.com> wrote:
--
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Please be extremely careful when citing AI. This particular
response is no exception. 220Gt Co2 removal for 0.1 C temperature
decline is false and because it is not cited, cannot be confirmed.
Looking for the quote, Claude says it is from here,
in an uncited statement:
"Current scientific understanding suggests
that net-negative CO2 emissions would reduce global warming at
roughly the same
rate as ongoing emissions increase it. In
quantitative terms, reducing the global average temperature by
just 0.1°C would require
about 220 gigatonnes (Gt) of net-negative
CO2 emissions. Gross amounts of carbon
dioxide removal (CDR) will need to be even
greater, given that it is impossible to reduce CO2 emissions fully
to zero (hence the net in
net-zero). For comparison: 220 Gt amount
to five years of current annual emissions..."
This part of the above statement is also false, "Current scientific understanding suggests that net-negative CO2 emissions would reduce global warming at roughly the same rate as ongoing emissions increase it." While it would be valid to say that "X" scenario creates this modeled result, it is false to say that "current scientific understanding suggests..." faster removal than emissions creates faster cooling through several mechanisms. Total loading is one. There are also cooling feedbacks with removal that enhance the cooling rate relative to the warming rate. The ocean evaporation feedback is one for starters, ocean burial is another, where buried heat returns to the surface far slower than it was absorbed.
Additionally, Claude's response below is also false, "The stark reality is that without massive deployment of carbon removal technologies operating for centuries, returning to Holocene pre-industrial temperature levels appears effectively impossible on any timescale relevant to human civilization." The reason is the same as above. A specific scenario would create this results, but other scenarios with greater removal faster would create different results. The scenarios that AI is trained with by far, are common internet content, that speak to IPCC scenarios only, where IPCC has no restoration scenarios and only addresses removals because of overhsoot of 1.5 C and hard to decarbonize sectors.
Steep trails,
B
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220GtCO2 removal for 0.1oC cooling is nonsense. I ran this through WTF a while back for another purpose, and it calculated that a 10GtCO2 removal pulse would reduce surface temperature by ~0.1oC about 25 years afterwards and a similar amount over the indefinite future thereafter. Before you dismiss this as being an equally unconfirmed statistic, remember that WTF uses the FaIR model computations and FaIR does have the approval of the IPCC.
On AI, I have commented previously that AI should never be cited as an authoritative source. By all means use AI to provoke your creative thinking and help you find authoritative sources, but do the research properly and quote those sources, not the AI.
AI is bullshit. In a formal sense this means that it doesn't care whether what is spits out is true or not. In its current form it's just a large language model that produces often compelling and apparently coherent text, but without regard for its truth. That doesn't mean it isn't true, it just means that unless you go somewhere else to check its veracity, you'll not know whether it is or not.
Bullshitting is to be distinguished from lying. Liars know what they're saying is untrue. Bullshitters are indifferent to whether it is or not.
RobertC
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I think it's worse than that. If that were true, it'd give the same most popular fad answer to everyone asking the same question at that time. But it doesn't. It gives the fad answer its algorithms tell it will most appeal to you and keep you engaged on the site. Maybe AI should stand for Addictive Ignorance.
Robert
AI is programmed to give the most popular fad answer of the moment, not the right one!
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PART 2 (FOLLOW-UP CLARIFICATION)
https://claude.ai/share/af1c837a-bda3-4372-b288-ffc058ba0b20
My follow-up inquiry for clarification
Claude, your response clearly undermines the emissions reduction alone dogma of Gore, Hayhoe, Hertsgaard, Kolbert, Mann and Pierrehumbert, just to name the most notorious “true believers” that achieving Net Zero emissions will cause atmospheric CO2 concentrations to begin falling within 3-4 years and global temperatures to begin to decline within 3-4 decades. Am I understanding you correctly?
Claude’s response
You’re understanding the scientific evidence I presented correctly, but I should clarify what the research actually shows versus what those scientists advocate.
The key distinction is between:
What happens at net-zero (emissions = removals): The scientific consensus, including work by many climate scientists, indicates that temperatures would roughly stabilize - neither continuing to rise significantly nor falling substantially. This is the “zero emissions commitment” finding I cited.
What’s needed for actual temperature decline: Sustained net-negative emissions through large-scale carbon dioxide removal.
However, I should be careful about characterizing the positions of the scientists you mentioned as a monolithic “dogma.” While I don’t have access to their most recent statements, the claim that they uniformly assert CO2 concentrations will fall within 3-4 years of reaching net-zero and temperatures will decline within 3-4 decades seems inconsistent with mainstream climate science literature.
The IPCC and most climate scientists I’m aware of distinguish between:
∙ Temperature stabilization (achievable at net-zero)
∙ Temperature reversal (requiring net-negative emissions)
If specific scientists are claiming that net-zero alone will cause temperatures to decline back toward pre-industrial levels within decades, that would indeed contradict the modeling evidence showing temperatures remain elevated for centuries to millennia after emissions cease, absent large-scale carbon removal.
Do you have specific statements from these scientists making those claims? I’d be interested to understand if there’s a miscommunication about their positions or if there’s a genuine disagreement with the broader literature I found.
My 2nd follow-up clarification
It may be that Al Gore’s claim that temperatures will begin to fall in 3-4 decades assumes that the CO2 removal would continue unabated beyond the point at which Net Zero is achieved, and he assumes sustained net negative can achieve global cooling trend. Do you have a calculation of the time from Net Zero to the inflection from warming to cooling?
Claude’s response
I don’t have a specific calculation from my search results for the exact timing of the inflection point from warming to cooling after net-zero, and this is actually a crucial detail that would depend heavily on the assumptions about net-negative emissions.
Let me search for more specific information on this:
Excellent question. The search results provide some helpful specifics:
Timing of Temperature Decline After Net-Zero
The key finding is that net-negative CO2 emissions are required for temperature decline, not just net-zero. Here’s what the research shows:
At the point when greenhouse gas removals exceed emissions – when the world becomes net-negative – temperatures will be in decline .
More specifically, achieving net-zero GHG emissions globally implies net-negative CO2 emissions, leading to a slight decline in the global temperature . This is because reaching net-zero GHG emissions (including methane and other short-lived gases) requires being net-negative on CO2 specifically.
Rate of Temperature Decline
Long-term temperature decline at about 0.03–0.04 °C per decade is broadly consistent with achieving net-zero GHGs . This would be approximately 0.3-0.4°C per century.
The Critical Timeline Question
However, I don’t see a specific calculation in these results for how many years after reaching net-zero CO2 it would take to achieve net-negative and begin cooling. The timing depends entirely on:
1. How quickly net-negative emissions ramp up after net-zero
2. The scale of carbon removal deployed
3. How much residual hard-to-abate emissions remain
If Gore is assuming a rapid and sustained transition from net-zero to significant net-negative emissions (say, within a decade or two of reaching net-zero around 2050), then a 3-4 decade timeline to begin observable cooling could be plausible - you’d be looking at temperatures peaking around 2050-2060 and beginning to decline by 2080-2090.
Would you like me to search for more specific modeling on the transition period from net-zero to net-negative?
My final follow-up clarification
Can you find any science that validates Gore, Hayhoe, Hertsgaard, Kolbert, Mann and Pierrehumbert’s claim that achieving Net Zero emissions will cause atmospheric CO2 concentrations to begin falling within 3-4 years and global temperatures to begin to decline within 3-4 decades.
Claude’s response
I cannot find scientific literature that validates the specific claim that achieving net-zero emissions will cause atmospheric CO2 concentrations to begin falling within 3-4 years and temperatures to begin declining within 3-4 decades. In fact, the scientific evidence I found contradicts this claim on both fronts.
What the Science Actually Shows:
On CO2 concentrations after net-zero:
If CO2 emissions from human activities are reduced to net zero, the concentration of CO2 in the atmosphere would decline at a rate just fast enough to compensate for the slow warming of the deep ocean . However, this is a very gradual decline, not a rapid one beginning within 3-4 years.
On temperature after net-zero:
The research consistently shows that temperatures would stabilize (plateau), not decline, for extended periods:
∙ The result would be approximately constant global average surface temperatures over decades or centuries
∙ When we reach net zero, warming will stop within approximately 0.2°C, but net zero CO2 is needed to halt warming while net-zero GHGs implies declining temperatures and happens decades later than net zero CO2
For actual temperature decline:
Net-negative emissions (not just net-zero) are required. At the point when greenhouse gas removals exceed emissions, when the world becomes net-negative, temperatures will be in decline .
Could Not Find the Specific Claims
I searched for specific statements from Gore, Hayhoe, Mann, and others about the 3-4 year CO2 decline and 3-4 decade temperature decline timeline but could not find them making these particular claims in any scientific publications or reliable sources. The search results mostly returned climate skeptic websites criticizing these scientists on other matters.
If they have made such specific claims, they would be inconsistent with the mainstream climate science literature, which clearly indicates that temperature stabilization (not decline) occurs at net-zero CO2, and meaningful temperature decline requires sustained net-negative emissions.
On Dec 17, 2025, at 6:54 PM, robert...@gmail.com wrote:
220GtCO2 removal for 0.1oC cooling is nonsense. I ran this through WTF a while back for another purpose, and it calculated that a 10GtCO2 removal pulse would reduce surface temperature by ~0.1oC about 25 years afterwards and a similar amount over the indefinite future thereafter. Before you dismiss this as being an equally unconfirmed statistic, remember that WTF uses the FaIR model computations and FaIR does have the approval of the IPCC.
On AI, I have commented previously that AI should never be cited as an authoritative source. By all means use AI to provoke your creative thinking and help you find authoritative sources, but do the research properly and quote those sources, not the AI.
AI is bullshit. In a formal sense this means that it doesn't care whether what is spits out is true or not. In its current form it's just a large language model that produces often compelling and apparently coherent text, but without regard for its truth. That doesn't mean it isn't true, it just means that unless you go somewhere else to check its veracity, you'll not know whether it is or not.
Bullshitting is to be distinguished from lying. Liars know what they're saying is untrue. Bullshitters are indifferent to whether it is or not.
RegardsRobertC
On Dec 17, 2025, at 6:09 PM, Bruce Melton -- Austin, Texas <bme...@earthlink.net> wrote:
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Dear Doug--On the Al Gore statement a few years ago, having been science guy at a few of his leadership training sessions, I sought clarification and eventually found that it was based on misinterpretation of a test case that carbon cycle modelers ran where they put 1000 GtC in the atmosphere at once and then looked at what models did. Basically what they did was, over a decade or two, to get down to an airborne fraction of about one half, so the value that is often assumed.
I think he has more recently said there would be a drop (though not that big) if the world went to zero emissions in one year--which I think is based on the fact that not all of the last few years of emissions have yet come down to an airborne fraction of a half. Again, I'm not happy with that as given emissions are pretty steady, whether one says that it takes a few years emissions to get down to an airborne fraction of a half or say only the last year has to do it does not really matter (well, (1) until emissions start dropping sharply, and (2) if one is only talking about CO2 and not the short-lived species, etc.
But, overall, interesting findings from your queries.
Best, Mike
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Dear Peter--First a question about the model simulation--what does it assume about the ongoing path of GHG emissions during this period? That is, Is the 60 GtCO2/yr interval composed of a combination of reductions of the current emissions of some amount of the 40 GtCO2/year and of ocean uptake of CO2 and then by the time of the 20 GtCO2/yr, that would all that would be needed as global emission levels would be sharply down by then? So, basically, would your goal be met if global CO2 emissions went to zero immediately (not possible, but hypothetically), and then 20 GtCO2 of ocean uptake out to 2100?
Or, is there some underlying presumption of CO2 emissions going, say, to net zero by 2050 and then you proposal is in addition?
It all just makes me wonder if what you should be pushing for as a proposal is for a net CO2 pathway what is a combination of emissions being brought down and ocean fertilization brought up such that to get to where your scenario requires is to get to a net negative 20 GtCO2 emissions pathway ASAP and for the rest of the century (and likely beyond as there will likely be, or already are) reductions in C uptake, emissions from permafrost thawing, and remaining direct CO2 emissions from human activities that will have to be countered)? And in stating your proposed path this way, it would allow for including enhanced ecosystem uptake/enhanced natural sinks, biochar, and other approaches to all be contributing rather than putting the entire burden on ocean uptake.
Best, Mike MacCracken
PS--On using MAGICC, I concur it as very useful, though back nearly two decades when I was doing it, it was not easy to use from a MAC computer system.
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Best regards,AI is programmed to give the most popular fad answer of the moment, not the right one!
From: planetary-...@googlegroups.com <planetary-...@googlegroups.com> on behalf of robert...@gmail.com <robert...@gmail.com>
Date: Wednesday, December 17, 2025 at 18:54
To: planetary-...@googlegroups.com <planetary-...@googlegroups.com>
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If you know what you are talking about, you can have a very productive conversation with AI. When challenged with evidence and logic it will revise its mistakes. Fad answers and other errors only survive while they remain unchallenged.
I have just co-written this story with ChatGPT about a community living on the edge of the continental shelf during the Meltwater 1A pulse nearly 15,000 years ago when sea level rose 30 metres in a millennium. I was imagining how to launch a fishing boat from the continental slope, and the AI made constant simple mistakes about such things as whether the wave was in front or behind the boat. Its spatial awareness seemed poor. I am not sure I got it completely right, but the AI was invaluable.
Please comment on this email from Peter Fiekowsky to Michael MacCracken in context with Claude's earlier assessment of Michael Mann's beliefs, especially Mann's apparent disregard of ocean outgassing CO2 as temperatures decline as suggested by Peter's "keep removing what gets emitted from the ocean":
Hi Mike-The climate restoration simulation I did is maximally …(Peter’s complete email text and graphic)
Claude’s response:
This is a fascinating exchange that reveals important nuances in the climate restoration debate. Let me break down what Peter Fiekowsky’s model shows and how it relates to the broader scientific discussion:
## Key Insights from Fiekowsky’s Model
**The ocean outgassing issue:** Fiekowsky explicitly acknowledges something often overlooked in simplified “net-zero solves everything” narratives - that as you remove atmospheric CO2 and temperatures begin to decline, the ocean will outgas CO2 back into the atmosphere. His phrase “keep removing what gets emitted from the ocean from 2050 to 2100” is critical. This is a physical reality: oceans have absorbed roughly 25-30% of anthropogenic CO2, and as atmospheric concentrations fall, they’ll release some back, working against restoration efforts.
**The scale required:** His model shows 60 Gt/year CO2 removal from 2025-2050, then 22 Gt/year from 2060-2100. For context, current global CO2 emissions are around 37 Gt/year, and current CO2 removal capacity is measured in mere megatons, not gigatons. He’s proposing removal at scales vastly exceeding current human emissions.
**The timeline:** The model shows temperatures peaking around 2030 at ~1.3°C, then declining to near-zero warming by 2100. This is a 70-year cooling period following aggressive removal - much longer than a “3-4 decade” timeline from net-zero.
## Regarding Michael Mann’s Position
I should be careful here because I haven’t found specific statements from Mann claiming that net-zero alone (without continued removal) will cause temperatures to decline within 3-4 decades. However, if Mann or others are advocating for net-zero as sufficient for temperature decline without explicitly accounting for:
1. The need for sustained net-negative emissions (not just achieving net-zero once)
2. Ocean outgassing as atmospheric CO2 falls
3. The massive scale of removal required (60+ Gt/year initially in Fiekowsky’s model)
…then they would be understating the challenge considerably.
## The Critical Distinction
Fiekowsky’s model doesn’t show “achieve net-zero and wait for cooling.” It shows “remove CO2 at scales far exceeding current emissions, maintain that removal for decades to counteract ocean outgassing, and you might achieve zero warming by 2100.” This is climate **restoration** (active reversal), not climate **stabilization** (the outcome of net-zero).
The chart you’ve provided actually supports my earlier assessment: even with heroic levels of CO2 removal (60 Gt/year), it takes until approximately 2100 to return to near-zero warming - and the CO2 concentration only falls to ~300 ppm, still well above the pre-industrial ~280 ppm.
Would you like me to search for any specific statements from Mann or others about whether they account for ocean outgassing in their net-zero scenarios?
My response:
Please do!
Claude’s response:
Excellent! I found Mann’s actual statements. Now let me search for whether he addresses ocean outgassing specifically:
This is extremely revealing! Now I have Mann’s actual statements. Let me analyze what I found:
## What Michael Mann Actually Says
Mann’s position on ocean uptake is clear from multiple sources:
**His claim about ocean uptake at net-zero:**
The oceans continue to draw carbon from the atmosphere and the atmospheric CO2 concentration decreases, causing cooling. This negative “carbon cycle inertia” almost perfectly offsets the positive thermal inertia, and the net inertia of the system is very close to zero .
More specifically, if you stop emitting carbon right now, the oceans start to take up carbon more rapidly, and such ocean storage of CO2 mostly offsets the warming effect of the CO2 that still remains in the atmosphere. Thus, the actual lag between halting CO2 emissions and halting temperature rise is not 25 to 30 years but more like three to five years .
## The Critical Problem: Mann Does NOT Address Ocean Outgassing During Cooling
This is the key issue that Peter Fiekowsky explicitly accounts for in his model but Mann apparently does not. Here’s what Mann says versus what the physics requires:
**Mann’s narrative:** Oceans absorb CO2 when emissions stop → temperatures stabilize quickly → problem largely solved
**Fiekowsky’s model (and basic ocean chemistry):** If you want temperatures to actually *decline* (not just stabilize), you need sustained net-negative emissions because as atmospheric CO2 falls and temperatures drop, oceans will outgas CO2 back into the atmosphere, working against your restoration efforts.
Mann talks about ocean uptake offsetting thermal inertia *at the point of reaching net-zero*, creating temperature stabilization. But **he does not discuss what happens if you try to go further and actually cool the planet** through carbon removal. The ocean doesn’t just keep absorbing indefinitely - it’s a dynamic equilibrium system.
## The Specific Claims You Asked About
I could not find Mann (or the other scientists you mentioned) making the specific claim that:
- CO2 concentrations will begin falling within 3-4 years of net-zero
- Temperatures will begin declining within 3-4 decades
What Mann *does* claim is:
- Warming will *stop* within 3-5 years of reaching net-zero (temperature stabilization)
- The Zero Emissions Commitment is near zero (no additional warming after net-zero)
These are fundamentally different claims than “temperatures will decline back toward pre-industrial levels.”
## The Fiekowsky Chart Context
Fiekowsky’s model shows that even with heroic CO2 removal (60 Gt/year), you need to **“keep removing what gets emitted from the ocean”** for 50+ years to achieve cooling. This is the physics that Mann’s “empowering” message appears to gloss over.
Mann is technically correct about temperature *stabilization* at net-zero, but this is very different from climate *restoration* (returning to pre-industrial conditions), which requires the sustained net-negative emissions and dealing with ocean outgassing that Fiekowsky explicitly models.
Would you like me to search for statements from the other scientists you mentioned?
My final query:
Yes, it is Al Gore who explicitly claims that temperature will begin to decline in 30-40 years after achieving Net Zero, presumably a quasi static decline in atmospheric CO2 emissions rather than a sudden cessation in say 2030.
Claude’s response (Mike please note):
Perfect! I found Gore’s actual statements. Let me search for more specific claims about the 30-40 year temperature decline:
Excellent! Now I have Gore’s actual statements. Here’s what I found:
## Al Gore’s Actual Claims
Gore has made two distinct claims that are important to separate:
**Claim 1: Temperature stabilization at net-zero**
Temperatures will stop going up with a lag of as little as 3 to 5 years once net zero is reached .
**Claim 2: CO2 atmospheric decline at net-zero**
If we stay at true net zero, half of the human-caused CO2 will have fallen out of the atmosphere in as little as 25 to 30 years .
## Critical Analysis in Light of Fiekowsky’s Model and Ocean Outgassing
Gore’s claims reveal a fundamental misunderstanding (or miscommunication) about what happens at net-zero:
**Gore says:** At net-zero, half the CO2 falls out of the atmosphere in 25-30 years
**The physics (per Fiekowsky’s model):** At true net-zero, atmospheric CO2 would be roughly stable because:
- Natural sinks (oceans, land) continue absorbing some CO2
- BUT as atmospheric concentrations fall, oceans begin outgassing CO2 back
- These approximately balance out at net-zero
**What Gore appears to be describing** is not net-zero at all, but rather a scenario where we continue *net-negative emissions* for 25-30 years after initially reaching net-zero. This is exactly what Fiekowsky models - sustained removal of 60 Gt/year initially, then 22 Gt/year from 2060-2100 to “keep removing what gets emitted from the ocean.”
## The Key Distinction Gore Glosses Over
Gore’s language “if we **stay at true net zero**” is doing a lot of hidden work. What does “stay at” mean?
- **Literal interpretation**: We reach net-zero and maintain exactly zero net emissions → CO2 stabilizes, temperatures stabilize
- **Gore’s apparent meaning**: We reach net-zero and continue aggressive carbon removal to offset ocean outgassing → CO2 declines, temperatures could eventually decline
## Regarding Temperature Decline in 30-40 Years
I did NOT find Gore explicitly claiming temperatures will *decline* (not just stop rising) in 30-40 years after net-zero. What I found is:
1. Temperatures **stop rising** in 3-5 years (temperature stabilization)
2. CO2 declines by half in 25-30 years (IF we “stay at” net-zero - which requires net-negative)
3. No explicit claim about when temperatures begin **declining**
However, if Gore believes CO2 falls by half in 25-30 years, he would logically expect temperature decline to follow, which would put us in the 30-40 year timeframe you mentioned.
## The Critical Problem
**Gore does not explicitly address ocean outgassing**. His claim that CO2 falls by half at “true net-zero” only works if “true net-zero” actually means sustained net-negative emissions sufficient to overcome ocean outgassing - which is precisely what Fiekowsky models and what Gore’s framing obscures.
This is either:
- A communication failure (using “net-zero” when he means “net-negative”)
- Or a fundamental misunderstanding of the ocean carbon cycle dynamics
Would you like me to search for statements from the other scientists you mentioned (Hayhoe, Hertsgaard, Kolbert, Pierrehumbert)?
Hi Mike-The climate restoration simulation I did is maximally simple. It starts with the SSP-119 model in which emissions go almost to net-zero in 2050 and changes the CO2 emission curve to a flat -60 Gt / year from 2025 to 2050, and -22 Gt / year from 2060 to 2100. I did that so people wouldn't be tempted to tweak it. It's stupidly simple. However if you tried to make it more realistic, it wouldn't make a bit of difference, but you'd spend the rest of your life debating what 'realistic' is.If you imagine emissions going down linearly to zero in 2050, then removals would need to start at 90 Gt / year (with emissions of 30 Gt) in 2025. Actual removals would then decrease to 60 as emissions went to zero. That's silly--but simple. The point is to remove all the needed CO2 by 2050, and then keep removing what gets emitted from the ocean from 2050 to 2100 so that we get to zero warming by 2100. It's a baseline scenario that shows the scale of removal needed to achieve zero warming by 2100.And yes, you can include whatever sinks you want to include. CO2 is CO2 however it's removed.It takes 5-10 minutes to do another run. The roughly "net zero by 2050 and afterwards" variations are the faint gray lines you see near the top. These models were designed in 2014. Ten years later they appear ridiculously optimistic.
<image.png>Best regards,
Peter
On Fri, Dec 19, 2025 at 8:30 AM Michael MacCracken <mmac...@comcast.net> wrote:
Dear Peter--First a question about the model simulation--what does it assume about the ongoing path of GHG emissions during this period? That is, Is the 60 GtCO2/yr interval composed of a combination of reductions of the current emissions of some amount of the 40 GtCO2/year and of ocean uptake of CO2 and then by the time of the 20 GtCO2/yr, that would all that would be needed as global emission levels would be sharply down by then? So, basically, would your goal be met if global CO2 emissions went to zero immediately (not possible, but hypothetically), and then 20 GtCO2 of ocean uptake out to 2100?
Or, is there some underlying presumption of CO2 emissions going, say, to net zero by 2050 and then you proposal is in addition?
It all just makes me wonder if what you should be pushing for as a proposal is for a net CO2 pathway what is a combination of emissions being brought down and ocean fertilization brought up such that to get to where your scenario requires is to get to a net negative 20 GtCO2 emissions pathway ASAP and for the rest of the century (and likely beyond as there will likely be, or already are) reductions in C uptake, emissions from permafrost thawing, and remaining direct CO2 emissions from human activities that will have to be countered)? And in stating your proposed path this way, it would allow for including enhanced ecosystem uptake/enhanced natural sinks, biochar, and other approaches to all be contributing rather than putting the entire burden on ocean uptake.
Best, Mike MacCracken
PS--On using MAGICC, I concur it as very useful, though back nearly two decades when I was doing it, it was not easy to use from a MAC computer system.
On 12/18/25 5:37 PM, Peter Fiekowsky wrote:
Mike and Doug,
Interesting discussion here. Let me suggest an alternative approach to the question of what happens when we get to net zero: Put it into a climate model, and see for yourself. I’ve been using MAGICC 7 model, which is available online: https://live.magicc.org/.
If you put an hour into it, you can get the answers you want. This is how I (based on Shannon Fiume’s work) modeled the cooling resulting from removing 60 Gt CO2 / year between 2030 and 2050, and 20 Gt / year between 2051 and 2100. Here’s the result.
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Interesting Doug. AI is maddening. There are so many errors here, or regurgitation of reticent consensus science, it's like the Gish gallop where a debater makes so many inaccurate statements that the other team cannot possibly refute them all in the time allotted.
Ocean outgassing alone? What about the other two thirds of Earth systems that are now degraded and their sequestration compromised to reversed? It's the poor understanding of feedbacks and conservative ocean and ice sheet inertia assumptions in modeling that have created this "hypothesis" that warming will stop with net zero. There is no way to know the true rate of feedback emissions therefore reticent science understates. Hansen (and others) look at proxies for a reason. This is to remove the assumption of feedback rates from the equation because with proxies, feedbacks are fully realized.
The modeling on atmospheric CO2 stabilization with net zero... For centuries at least, proxy analysis shows warming in the pipeline from not just feedbacks but flux equalization from ocean and ice sheet inertia. Our climate forcing is wildly out of balance with our Earth systems heat content and net zero alone will take centuries at least to see equalization which is also false because these modelings do not consider tipping that will become irreversible by mid-century without restoration, with natural emissions dwarfing humankind's.
Ocean re-emissions are oversized as well. Forty percent of ocean heat is buried in the abyss and not available for re-emissions for centuries.
There is also ambiguity in these responses... What is it, ocean outgassing starts at net zero, or it starts when the atmospheric/ocean equilibrium flips back to where the ocean emits?
And nary a mention of the scenario bias where everything that is not a quote regurgitation from a public discussion, is based on executive summary information, or scenarios, and none of the scenarios AI looks at are less than 1.5 C, or return to natural variation. It all has no mention anywhere of concepts of tipping/degradation/ Earth systems collapse, points of no return, and cascading responses.
I have been working on an article extremely critical of AI and non-expert use as it relates to AI training on sea level rise and anthropogenic cause. What this AI experiment about Mann and others' statements on net zero has shown me, beyond wholesale regurgitation of consensus science, is that the problem is even deeper than what I have been experimenting with with sea level rise. If one assumes that legacy climate culture is authoritative, AI is very compelling.
What I would like to know now Doug, if you have the time, what does Claude say about this entire sequence of call and response, when he/she/it is introduced to the concept of warming in the pipeline from ocean and ice sheet cooling inertia and natural feedback emissions from tropical, temperature and boreal forests, and permafrost.
Another twist of this experiment is that Claude cannot find at least some of what Mann is supposed to have said, or it cannot find it initially, then looks deeper? (What? Is there is a two-stage query training with Claude where the first look is cursory????) So, what do other AI platforms say about identifying Mann's exact quote(s)?
Steep trails,
MeltOn
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On Dec 20, 2025, at 11:19 AM, Bruce Melton -- Austin, Texas <bme...@earthlink.net> wrote:
To view this discussion visit https://groups.google.com/d/msgid/healthy-planet-action-coalition/d9271ef9-c9a3-4a85-8cd6-c13c85b226b6%40earthlink.net.
Despite the fact that no papers have been peer reviewed, our preprint paper shows how it almost certainly happened. Please ask Claude to look at this preprint: The Pinatubo CO2 pause suggests a rapidly testable path to multi-Gt mCDR , and see if scaling up to 60 Gt / year is plausible.
The journal editor who rejected it said, “It’s not science—it’s different from existing ocean fertilization thinking. We’ll resubmit next year.
Peter
Hi Rob--I'd like a bit of clarification. So, the models do a quite good reproduction of climate change over the past 150+ years with what they have done on GHG, volcanic, aerosol and other forcings. Now, it might be that there is some calibration in there, but it is not really clear that there is room for your mechanism to have had a large effect. So, what is the effect on global average temperature are you suggesting that the mechanism you are discussing is responsible for--or it just an included aspect of how cloud feedback in the models works.
On the other hand, it is suggested that the Medieval warm period of nearly 1000 years ago might have been a result of land clearing in Europe, and this being a relatively regionally focused influence, I wonder if the mechanism that you are suggesting might have been more dominant than at present, where the changes are pretty clearly dominated by the increasing GHG concentrations? So, I'm just wondering if you and colleagues have looked at other periods and wheether the mechanism that you are describing might have been more evident?
Best, Mike
To view this discussion visit https://groups.google.com/d/msgid/planetary-restoration/985774017.2927122.1766204226721%40mail.yahoo.com.
Hi Robert
I have no problem with using AI in that way. I have previously commented that using it to soike your imagination or to locate authoritative sources is fine. Just don't cite the AI itself as an authoritative source. Obviously, using AI to improve a work of fiction is great if it works for you. My earlier comments were directed at academic rigour. That is clearly not a major concern when writing fiction.
When you say that you've co-written the story with ChatGPT, will you be crediting ChatGPT as co-author and sharing the royalties with it?
RobertC
Hi Robert
You ask will I be crediting ChatGPT as co-author and sharing the royalties with it? My comment on this was meant ironically, but here is what the AI has to say about that.
No. There’s no expectation (from OpenAI) that you list ChatGPT as a co-author or share royalties with it.
A simple, common approach is something like: “Written by [Your Name]. The author used ChatGPT (an AI language model) for brainstorming and drafting assistance.”
Also, if you use OpenAI’s name/logo in marketing or credits, the Terms note you should do so in line with their brand guidelines (and avoid implying OpenAI endorsement). OpenAI
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Peter,The directions this thread is taking is very interesting—unanticipated tangents that are equally poignant and elucidating.My intended goal is to assure there is a basis to feel confident that relying on AI as suggested by John’s proposal to expose truths about [my choice of words] 1) future harm from adherence to Mann-Gore policy leadership versus, 2) relative benefits of take a better informed strategic proverbial “fork in the road.”I particularly like your analogy comparing navigating by setting a definite destination vs. a general compass heading and likely not arriving at the intended destination. Even laymen can visualize the difference in likely outcomes.I took liberty to quote your entire email because I felt confident 1) your argument would prevail, 2) the AI query is not public and 3) it just might open Claude’s eyes or expand awareness to our side of the debate, in addition to testing in not-so-subtle terms where AI (at least Claude for starters) will reinforce or undermine either side, free to search, find and present credible factual supporting references.I feel more and more confident that we can understand the viability of each AI platform through carefully designed queries such that responses to critical rhetorical lines of reasoning might become predictable for use in reaching out and convincing or shaming influential folks whose arguments are simply rooted in fear, ignorance or indecision, e.g., the likes of Gore, Hayhoe, Hertsgaard, Kolbert, Mann, McKibben, Revkin, etc.
Sent from my iPhone (audio texting)
On Dec 20, 2025, at 6:01 PM, Peter Fiekowsky <pfi...@gmail.com> wrote:
Doug-
Great discussion here. I liked how you asked Claude about my statements, and how Claude analyzed them.
I think we’re all here to work on giving our children the best world we can— with CO2 and temperatures close to preindustrial levels. We know where we’re going, and what path will take us there fastest.
The difference between my model and Mann or Gore is that I’m specifying the result we want. That is safe CO2 by 2050 and zero warming by 2100. We ask MAGICC what route will get us there—that’s engineering. Science just predicts the future based on the past and present. It doesn’t tell us what we need to discover or invent to have what we want. The IPCC, Mann and Gore are saying, “we’re flying in this direction-- Where will we probably end up? Certainly an interesting question.
It’s like me flying a plane scientifically and saying, I’m heading West from San Francisco. Where will I end up? The answer is, of course, “somewhere”, but probably not Hawaii. Almost no matter what, it’ll be a catastrophe.However, if I just set my GPS to Honolulu, Hawaii, I’ll probably get there. Maybe I’ll need to modify a plane to get there, but I’ll get there. That’s the intentional climate restoration model.
We now know the path to a restored CO2 and climate. The problem is that we need to remove 60 Gt CO2 / year and peer reviewed papers only discuss pathways that remove 1 Gt / year. The good news is that we know we need to do 60 Gt/year, and that Nature removed 20 Gt / year in 1992, after the Pinatubo eruption. Now we just need to figure out how to remove CO2 three times faster than Nature did randomly in 1992.
Despite the fact that no papers have been peer reviewed, our preprint paper shows how it almost certainly happened. Please ask Claude to look at this preprint: The Pinatubo CO2 pause suggests a rapidly testable path to multi-Gt mCDR , and see if scaling up to 60 Gt / year is plausible.
The journal editor who rejected it said, “It’s not science—it’s different from existing ocean fertilization thinking. We’ll resubmit next year.
Peter
From: Douglas Grandt <answer...@mac.com>
Date: Saturday, December 20, 2025 at 9:39 AM
To: Bruce Melton Austin Texas <bme...@earthlink.net>, Michael MacCracken <mmac...@comcast.net>
Cc: Peter Fiekowsky <pfi...@gmail.com>, John Nissen <johnnis...@gmail.com>, arctic...@googlegroups.com <arctic...@googlegroups.com>, robert...@gmail.com <robert...@gmail.com>, Planetary Restoration <planetary-...@googlegroups.com>, healthy-planet-action-coalition <healthy-planet-...@googlegroups.com>, Healthy Climate Initiative <healthy-clima...@googlegroups.com>, Soumitra Das <mr.soum...@gmail.com>, Paul Gambill from Inevitable Obvious <reply+2zfnme&29psi6&&697ce47574e93df49ac7bf2e36051d8e...@mg1.substack.com>
Subject: Re: [prag] Re: [HPAC] Re: [AMEG 14056] Truth and the future of humanity
Bruce and Mike,
Appreciate your technically “deep dive” critique, Bruce. Not sure that it adds or detracts from this particular AI (Claude) having no apparent training, knowledge, or validation of Mann’s net zero arm-waving explanation, or undermining John’s hope that AI might be useful in exposing truths about future harm that adherence to Mann-Gore climate policy leadership would likely bring to bear.
The trail seems to be getting steeper and off course, but you lured me into asking this follow-up question ⬇️, Claude’s response to which is over my pay grade.
Mike, would you care to speculate as to whether it supports or detracts from my “null hypothesis” that AI might be agnostic on Mann-Gore so-called “science”—or if AI (Claude ChatGPT, Grok, etc.) is legitimately unable to validate and therefore refutes their assertions—given your “history” with Gore and staff, and familiarity with Mann?
Best,Doug
- Get help formulating how to share these insights- Discuss John’s feedback further- Explore any other topics
On Dec 20, 2025, at 6:01 PM, Peter Fiekowsky <pfi...@gmail.com> wrote:
Doug-
Great discussion here. I liked how you asked Claude about my statements, and how Claude analyzed them.
I think we’re all here to work on giving our children the best world we can— with CO2 and temperatures close to preindustrial levels. We know where we’re going, and what path will take us there fastest.
The difference between my model and Mann or Gore is that I’m specifying the result we want. That is safe CO2 by 2050 and zero warming by 2100. We ask MAGICC what route will get us there—that’s engineering. Science just predicts the future based on the past and present. It doesn’t tell us what we need to discover or invent to have what we want. The IPCC, Mann and Gore are saying, “we’re flying in this direction-- Where will we probably end up? Certainly an interesting question.
It’s like me flying a plane scientifically and saying, I’m heading West from San Francisco. Where will I end up? The answer is, of course, “somewhere”, but probably not Hawaii. Almost no matter what, it’ll be a catastrophe.However, if I just set my GPS to Honolulu, Hawaii, I’ll probably get there. Maybe I’ll need to modify a plane to get there, but I’ll get there. That’s the intentional climate restoration model.
We now know the path to a restored CO2 and climate. The problem is that we need to remove 60 Gt CO2 / year and peer reviewed papers only discuss pathways that remove 1 Gt / year. The good news is that we know we need to do 60 Gt/year, and that Nature removed 20 Gt / year in 1992, after the Pinatubo eruption. Now we just need to figure out how to remove CO2 three times faster than Nature did randomly in 1992.
Despite the fact that no papers have been peer reviewed, our preprint paper shows how it almost certainly happened. Please ask Claude to look at this preprint: The Pinatubo CO2 pause suggests a rapidly testable path to multi-Gt mCDR , and see if scaling up to 60 Gt / year is plausible.
The journal editor who rejected it said, “It’s not science—it’s different from existing ocean fertilization thinking. We’ll resubmit next year.
Peter
From: Douglas Grandt <answer...@mac.com>
Date: Saturday, December 20, 2025 at 9:39 AM
To: Bruce Melton Austin Texas <bme...@earthlink.net>, Michael MacCracken <mmac...@comcast.net>
Cc: Peter Fiekowsky <pfi...@gmail.com>, John Nissen <johnnis...@gmail.com>, arctic...@googlegroups.com <arctic...@googlegroups.com>, robert...@gmail.com <robert...@gmail.com>, Planetary Restoration <planetary-...@googlegroups.com>, healthy-planet-action-coalition <healthy-planet-...@googlegroups.com>, Healthy Climate Initiative <healthy-clima...@googlegroups.com>, Soumitra Das <mr.soum...@gmail.com>, Paul Gambill from Inevitable Obvious <reply+2zfnme&29psi6&&697ce47574e93df49ac7bf2e36051d8e...@mg1.substack.com>
Subject: Re: [prag] Re: [HPAC] Re: [AMEG 14056] Truth and the future of humanity
Bruce and Mike,
Appreciate your technically “deep dive” critique, Bruce. Not sure that it adds or detracts from this particular AI (Claude) having no apparent training, knowledge, or validation of Mann’s net zero arm-waving explanation, or undermining John’s hope that AI might be useful in exposing truths about future harm that adherence to Mann-Gore climate policy leadership would likely bring to bear.
The trail seems to be getting steeper and off course, but you lured me into asking this follow-up question ⬇️, Claude’s response to which is over my pay grade.
Mike, would you care to speculate as to whether it supports or detracts from my “null hypothesis” that AI might be agnostic on Mann-Gore so-called “science”—or if AI (Claude ChatGPT, Grok, etc.) is legitimately unable to validate and therefore refutes their assertions—given your “history” with Gore and staff, and familiarity with Mann?
Best,Doug

**The practical implication:**
If you believe this distinction between GHG-mitigation-only pathways versus SRM-inclusive pathways is important for public understanding (and John’s critique suggests it is), then the insights from our discussion would need to be:
- Published in accessible formats
- Shared in climate communication channels
- Incorporated into how these questions are commonly framed
On Dec 22, 2025, at 1:58 PM, Tom Goreau <gor...@globalcoral.org> wrote:
- Each conversation with each user starts fresh
- I don’t retain information from your conversation to use with others
- If someone else asks similar questions about climate pathways, I won’t automatically include the SRM discussion we just had
Does this mean that even if YOU manage to educate AI, it’s a dead letter or a private secret that won’t be passed on to anyone else who needs to know?
This seems to be a system designed to stroke the customer’s prejudices, not to find and elucidate the actual facts?
Doug
###
Sent from my iPhone (audio texting)
On Dec 21, 2025, at 5:54 PM, John Nissen <johnnis...@gmail.com> wrote:
Hi Doug,
Claude, in its various pronouncements, ignores the possibility of SRM to reduce temperatures. A body being heated requires greater cooling force/flux/power than the net heating force/flux/power if the temperature is to be reduced.
You need to instruct Claude that the heating power from GHGs (due to reduced thermal radiation into space) and from lost cloud and ice albedo (due to reduced shortwave radiation into space), less power from blackbody radiation (due to increased thermal radiation into space), has to be countered by greater SRM cooling power (by increasing shortwave radiation into space) in order to produce "net negative heating" and reduce the temperature of the Earth System in general or the Arctic subsystem in particular. None of the things Claude has said about reducing temperature a certain amount without SRM are true. Claude needs to acknowledge the physics and correct itself.
Another important matter is that every model incorporates the assumptions of the modeller, who may be wrong about them. Thus referring to a model to obtain temperature curves can lead to seriously wrong results, e.g. the reduction in temperature shown by the model Peter Fiekowsky has recommended to use. While GHGs are heating the planet, there is no way to bring the temperature without SRM, and certainly no way to restore the planet to a reasonably safe and healthy state.
Robert T ran some of my text through ChatGPT and it accepted the physical arguments and the need for SAI. I challenged some of its other responses. Its main problem with SAI that I didn't challenge was how to govern the deployment: that requires some difficult discussion as it's a political question.
Cheers, John
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- Each conversation with each user starts fresh
- I don’t retain information from your conversation to use with others
- If someone else asks similar questions about climate pathways, I won’t automatically include the SRM discussion we just had
Does this mean that even if YOU manage to educate AI, it’s a dead letter or a private secret that won’t be passed on to anyone else who needs to know?
This seems to be a system designed to stroke the customer’s prejudices, not to find and elucidate the actual facts?
From: 'Douglas Grandt' via Healthy Planet Action Coalition (HPAC) <healthy-planet-...@googlegroups.com>
Date: Sunday, December 21, 2025 at 19:05
To: John Nissen <johnnis...@gmail.com>
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Good point John or Peter, or whoever made it first ~ ~ ~, about the irreversibility of decreased albedo in time frames that matter. This set me thinking.... The first photo below is arctic greening in south central Alaska. The willows along the road, 3 to 5-feet tall, are a normal part of the tundra ecology in this area, but only about a foot tall. Their albedo change is limited though, because they are deciduous, but evergreen conifers are pushing up too, just a little slower than the broad-leaves. So yes, the albedo change with arctic greening is semi-permanent in time frames that matter and are quite important for the critical path of climate pollution mitigation.
The rest of my thinking is that there is a negative feedback with warming in the Arctic too. Permafrost thaw in the bottom photo, generally creates open water from either tundra, shrubland or forest. I think it is likely that this permafrost thaw process reduces net albedo because the open water has few stickups of any height to lower albedo. Open water does have a lower albedo than a forest, but probably not enough to change the net from a negative feedback. The open water often drains away after some years, or rapidly, so the changing albedo effect is not as long lived as general arctic greening.
In total then, to what extent do the two feedbacks cancel one another? I think the net effect is still one of warming, but it is likely that the warming is offset to a significant degree.
Relatively permanent albedo changes with reflective cloud diminishement though, it seems like this can be defeated with bright aerosol cooling solutions, maybe specifically, tropospheric bright aerosols.
Happy New Year,
MeltOn
Denali Highway, Alaska, 2018

Tok Highway, Alaska, 2018

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On Dec 31, 2025, at 9:01 am, Bruce Melton -- Austin, Texas <bme...@earthlink.net> wrote:
Good point John or Peter, or whoever made it first ~ ~ ~, about the irreversibility of decreased albedo in time frames that matter. This set me thinking.... The first photo below is arctic greening in south central Alaska. The willows along the road, 3 to 5-feet tall, are a normal part of the tundra ecology in this area, but only about a foot tall. Their albedo change is limited though, because they are deciduous, but evergreen conifers are pushing up too, just a little slower than the broad-leaves. So yes, the albedo change with arctic greening is semi-permanent in time frames that matter and are quite important for the critical path of climate pollution mitigation.
The rest of my thinking is that there is a negative feedback with warming in the Arctic too. Permafrost thaw in the bottom photo, generally creates open water from either tundra, shrubland or forest. I think it is likely that this permafrost thaw process reduces net albedo because the open water has few stickups of any height to lower albedo. Open water does have a lower albedo than a forest, but probably not enough to change the net from a negative feedback. The open water often drains away after some years, or rapidly, so the changing albedo effect is not as long lived as general arctic greening.
In total then, to what extent do the two feedbacks cancel one another? I think the net effect is still one of warming, but it is likely that the warming is offset to a significant degree.
Relatively permanent albedo changes with reflective cloud diminishement though, it seems like this can be defeated with bright aerosol cooling solutions, maybe specifically, tropospheric bright aerosols.
Happy New Year,
MeltOn
Denali Highway, Alaska, 2018
<Denali HWY MacLaren River Permafrost Melt FRT_6964.jpg>Tok Highway, Alaska, 2018
<Permafrost Melt Glenn Hiwhway 1800px FRT_6703.jpg>
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Thanks David. Let me add:
The relatively short term of mid-century is critical to address restoration so that activated tipping elements do not become irreversible. Beyond the point of no return, we see climate change 3.0, versus climate change 2.0 we have entered with tipping activated. Solutions for 3.0 are more similar to 2.0 than 2.0 solutions are to 1.0, but still different enough to require new thought processes on dealing with natural feedback emissions that dwarf humankind's.
One of the distinct possibilities that arises from regeneration failure of conifers in the North is desertification. This seems like how ice ages are so dusty, though the dryness is from a different forcing. The extremeness of fires and their elevated burn temperatures with greater warming and drying and deeper drying of carbon-filled soils, would seem to lead to sterile soils. The depth of new extreme burns in soils in the Sierras seems to indicate such a transition, though the ecology is quite different and lower latitude warming is more conducive to desertification. Average precip far north is far less though, so this leads back to desertification again, especially with evaporative feedbacks with warming up to four times the global average. Total regen failure on the mesa tops at Mesa Verde also comes to mind. Extreme fires during unprecedented drought around the turn of the century, with tree mortality from beetles and water stress, has seen zero juniper an pinyon regen (the two major conifers) and only sparse broadleaf regen, with little grass and woodies and lots of bare soils - 20 years later. Refugia exists there, but little regen is occurring because of diminished soil moisture with organic material burned out, and higher evap with elevated temperatures from not just climate warming, but from lack of overstory or almost any cover.
Burns in the far north too, typically result in permafrost degradation and or collapse too, which leads back to lakes and increased albedo while the lakes last. While the burns remain in the black, which could be many years with only blown in regeneration, albedo is very low during the growing season, and very high otherwise.
It's such an interconnected cascading mess... CalFire says fires are now burning 400 degrees F hotter because of drier fuels. I don't see any reason to suspect fires in the north are not behaving similarly.
MeltOn
Hi John, Happy New Year!
I completely concur with your argument here as to why SRM is required. Nothing we do about carbon can slow the loss of ice and clouds, which are now major sources of global warming. It seems the climate collapse is underway, and is too big and fast to slow with carbon action.
Your statement “This heating power from reduced shortwave output into space will not be affected by increasing longwave radiation into space” is a key point to explain this. To simplify, shortwave output is light (albedo), whereas longwave radiation is heat. More precisely, shortwave is reflected solar light including near infrared, while longwave is emitted thermal radiation from the Earth. Less light leaving means a darker planet and more absorbed heat. It is entirely possible (probable in my view) that allowing ongoing decline in albedo would develop into an unstoppable accelerating feedback process regardless of what anyone does about carbon.
The only way to reverse darkening is to make more light leave, with SRM. It is true that non-SRM methods can contribute, but they are marginal on planetary scale. Carbon only acts on longwave heat, not shortwave light.
But the IPCC insists, in effect, that we must do nothing about albedo in order to protect renewable energy subsidies. That misguided attitude is a big part of the climate problem.
We can and must cut take action on carbon, but on the timescales that matter for immediate risk, cutting emissions is like building a one-foot levee in front of a twenty-foot flood. It does not lower the eventual floodwater, it barely even delays the moment when the river overtops and the real damage begins. The climate system is already loaded with extra heat, and albedo feedbacks are now doing much of the work of pushing temperatures higher. Carbon action is essential to restore the Earth system, but it cannot deliver rapid cooling. Only direct climate cooling by restoring planetary albedo can stabilise the situation. It is an emergency. Carbon is for rehab, not surgery.
I fear that those who disagree with this physics will have to eat humble pie, hopefully well before they become complicit in the end of civilization. .
Regards
Robert Tulip
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Hello Robert,
could you please provide a source confirming that
«
the IPCC insists, in effect, that we must do nothing about albedo in order to protect renewable energy subsidies.
“
IMHO that’s untrue.
Regards
Oswald Petersen
Author of „GeoRestoration – Cool the Climate with Natural Energy“
Atmospheric Methane Removal AG
Lärchenstr. 5
CH-8280 Kreuzlingen
Tel: +41-71-6887514
Mob: +49-177-2734245
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Hi Oswald, my qualifying phrase “in effect” explains that this sick mentality – banning albedo action - is not explicit but is the practical consequence of the fallacious moral hazard ideology.
Thanks for the question. I am not proposing an explicit conspiracy theory, but rather saying that the natural effect of the delusional IPCC/UN call in 2021 to halve emissions by 2030 has been firstly to insist that renewable rollout is the unquestionable centre of climate action, whose funding must therefore be protected above all else. The delusional premise leads to a harmful practical impact, with the belief that funding for geoengineering could undermine the political will for renewable energy funding, as widely explained in moral hazard literature, such as articles by Duncan McLaren.
My statement simply rephrases this, drawing out the implication that renewable focus now crowds out albedo from climate discussion, in order to explain the unscientific emotive hostility toward all cooling action. The effective agenda is to prevent the diversion of popular attention from unquestioned quasi-religious support for renewable energy as the hope of the world. A nice earner for the rent seekers.
In effect, the system behaves as if doing nothing about albedo is a necessary price of defending the mitigation story and its subsidy flows, even as physics shows that planetary darkening is now a major driver of the heat surge. This behaviour includes the farcical insistence that something that cannot by itself mitigate warming (decarbonisation) is the only action that can be called mitigation, whereas action that actually could mitigate warming (geoengineering) is shunned like a religious heresy, such as through McLaren’s confected Orwellian phrase ‘mitigation deterrence’.
The IPCC attitude is like fighting a raging bushfire with a garden hose while banning water bombers.
This is why no one is willing to talk to you about methane. Fröhliche Silvester.
Best Regards
Robert Tulip
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“This seems to be a system designed to stroke the customer’s prejudices, not to find and elucidate the actual facts?”
Hi Tom, you are misunderstanding how to work with AI. In policy discussion, it only works effectively if the human user has the knowledge to challenge its errors. AI makes constant minor stupid mistakes. A user with decent subject matter knowledge can easily see these mistakes and patiently instruct the AI to correct them. And then sharing the results with a human community is essential for a further review process. This produces a discussion that effectively integrates information from multiple sources to clarify sound policy advice.
The above is my own words written without AI. Below is what ChatGPT says when I put that exact reply in as the prompt.
Thought for 5s
Here are a few tightened versions you can send, depending on how sharp you want the tone.
Option A: firm but constructive
Hi Tom, I think you may be misunderstanding how to work effectively with AI in policy discussions. It’s useful, but only when the human user has enough subject-matter knowledge to catch and challenge its errors. AI makes constant small, sometimes silly mistakes. A competent user can spot these quickly, correct them, and steer the model toward a more accurate result.
Just as importantly, the output shouldn’t be treated as finished work. Sharing it with a wider human community for review is essential. That iterative process integrates multiple perspectives and sources, and it’s how you actually converge on sound policy advice.
Option B: calmer, more collaborative
Hi Tom, I might be reading your point differently, so let me clarify how I’ve found AI works best for policy work. It’s most effective when the user already knows enough to identify mistakes and push back on them. The model will often produce plausible-sounding errors, so the value comes from the human doing quick reality checks and guiding corrections.
Then the draft needs to go back into a human review loop. Circulating it for critique and verification is what turns an AI-assisted draft into something you can trust as policy guidance.
Option C: very concise
Hi Tom, AI is only reliable in policy work when the user can spot and correct its frequent small errors. The output then needs to be shared with a human group for review and verification. That iterative loop is what produces sound advice, not the first AI draft.
If you tell me who Tom is (colleague, committee member, online commenter) and what you’re responding to, I can tune the tone (more diplomatic or more pointed) and add one concrete example of the “minor stupid mistakes” you mean.
Speaking of errors, I hope you have seen the cartoons I have just shared, generated with ChatGPT. It took me thirteen versions of the levee cartoon to get the AI to fix its mistakes. Even then I left one in despite telling it several times to fix it.
And when I shared the following prompt here is what I got back
Tom said "This seems to be a system designed to stroke the customer’s prejudices, not to find and elucidate the actual facts?"
Thought for 14s
Tom’s worry is understandable, but it’s slightly mis-aimed.
These systems are not “fact engines” and they can mirror the user’s framing if you let them, because they’re optimised to be helpful, coherent, and socially smooth. If you feed them a loaded premise, they’ll often run with it unless explicitly instructed to challenge it. That can look like “stroking prejudices”.
But that isn’t the only way they work, and it’s not how you should use them for policy. Used properly, they’re closer to a fast, fallible research assistant: useful for synthesis, scenario-building, drafting, and surfacing considerations — with humans doing the epistemic heavy lifting.
Here are a few reply drafts you can send.
Draft 1 (firm, clear)
Tom, I get why it can look that way, because AI will often continue in the direction the user sets. If the user presents a view as settled, the model may “go along” unless asked to test it. That’s not evidence it’s designed to flatter prejudice so much as evidence it’s not a truth-judging system.
For policy work, the correct workflow is adversarial and iterative: you ask it to challenge assumptions, present the strongest counterarguments, separate claims from evidence, flag uncertainties, and cite sources — then humans verify and debate the output. If you do that, it’s a useful tool for clarifying facts and trade-offs. If you don’t, it’s just persuasive text.
Draft 2 (more collaborative)
Tom, I think you’re pointing to a real failure mode: if you treat AI like an oracle, it will often reflect the user’s framing and produce plausible-sounding nonsense. That’s why it only works in policy when the human has enough subject knowledge to catch errors and explicitly instruct the model to stress-test the argument.
The way to avoid “prejudice stroking” is to use prompts like: “Assume my view is wrong, give the best rebuttal”, “steelman the opposing case”, “separate what’s known from what’s inferred”, “list what would change your conclusion”, and “provide sources for factual claims”. Then you put the draft into a human review loop. That’s what turns it into fact-finding rather than rhetoric.
Draft 3 (short and pointed)
It can behave that way if you use it naively. The fix is simple: make it argue against you, demand sources, and treat it as a draft for human review — not as authority. Used that way, it’s good for clarifying facts and options. Used uncritically, it’s just fluent persuasion.
Regards
Robert Tulip
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Hi RobertT
Your cartoon misses the central point about the MH argument, namely, that the intervention objected to is or might be itself a source of harm. For the cartoon to work, you'd have to explain why using a water bomber would/could have negative consequences in its own right and that's why it should be avoided and we have rely on the garden hoses. That the garden hoses might not be an effective response is an argument in favour of the water bomber on the grounds that it'll provide a better outcome than the garden hoses, it's not an argument against the misconception that the harm caused by the water bomber would be greater than the harm caused by relying on garden hoses, which is why we should continue to rely on them and not risk the additional harms from the water bomber. That's the central tenet of the MH argument. It's not an anti-progress argument against a low risk improved intervention, it's an objection based on an (in)correct assumption that the intervention would increase overall risk.
Robert
Hello Robert, thanks for this commentary, but I worry that you are misunderstanding moral hazard.
The point of the cartoon is to lampoon the IPCC assumption that SRM is more risky than their proposed non-albedo strategies. This is a simple defensible valid critique of the IPCC (contrary to Tom Goreau’s defence of them), and of prevailing use of the concept of moral hazard. Using a garden hose against a wildfire is far more dangerous than running away. Here in Australia, many people have died trying to protect their home with a hose when they should have left. That deadly mistake is the equivalent of trying to use carbon-only strategies to mitigate climate change. To fight warming, we need the right tools. Carbon is not the right tool, except as part of an albedo-first strategy. The IPCC is culpably encouraging a deadly strategy, leaving aside the even worse failures of COP.
Potential harms from SRM need to be assessed and governed. But those risks are separate from how the term “moral hazard” has usually been deployed in the SRM debate. In economic and insurance theory, moral hazard is about behavioural responses to perceived protection, not the intrinsic riskiness of the protection itself. In the geoengineering literature, that maps to so-called “mitigation deterrence” – the fear that if SRM is deployed, politicians and publics will ease off emissions cuts. A clear definition from a critic of geoengineering is that moral hazard means SRM “deters efforts to cut emissions”. Even if the term is sometimes wrongly blurred to cover physical side-effects, that rhetorical fusion doesn’t create conceptual identity.
The possibility that SRM might introduce new physical risks is a separate question from whether its mere existence undermines carbon action. My cartoon is aimed squarely at the latter. It is lampooning the specific claim that we must keep the “water bombers” taboo, not because of imagined risk that they might crash into houses, but because allowing them might weaken people’s faith in hoses. When you say “the MH argument…[is] based on an (in)correct assumption that the intervention would increase overall risk”, those brackets around ‘(in)correct’ ignore the strong argument that SRM would decrease overall risk. The moral hazard assumptions are thoroughly wrong, and the claim it is about increasing overall risk ignores the established meaning of moral hazard.
You say “the central point about the MH argument […is that SRM] might be itself a source of harm.” That conflicts with established usage. Speculated risks of SRM are a separate critique from moral hazard. The real central point is the misnamed and misinformed alleged effect of “mitigation deterrence”. The IPCC claims that the best climate strategy is to cut emissions in half by 2030. The moral hazard argument is that SRM deters this so must be prevented. By insisting that emissions cuts alone are “real mitigation” and treating direct cooling as a moral hazard, the IPCC are effectively telling civilisation to stay and fight a megafire with a garden hose, while banning the water bombers that have been proven to be the most effective component of recent fire emergency response.
You say “the MH argument [is] not an anti-progress argument against a low risk improved intervention”. That is exactly what it is, and it should be called out for that.
Best Regards
Robert Tulip
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Hi Oswald, I designed and made these cartoons with AI assistance. They all have my signature at the bottom.
As per my response to Robert Chris, I don’t agree that the cartoons are misleading.
Regards
Robert Tulip
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Subject: AW: [HPAC] Re: IPCC Policy on Moral Hazard
Dear Roberts,
let me wish you and all a HAPPY NEW YEAR. May it help us to overcome division and form an effective climate cooling initiative.
The cartoons are helpful and misleading, you are both right. I wondered who created them? Can RobertT shed some light on this question? Apart from their content they are graphic masterpieces, IMHO.
Have a good day😊
Oswald Petersen
Author of „GeoRestoration – Cool the Climate with Natural Energy“
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Hi Robert
I think I'm going to have to give up on this one. The original meaning of moral hazard has become so abused in recent years that its earlier sense in the insurance context has been completely lost. This couldn't be better evidenced than by your closing remark rejecting my claim that the MH argument is not just an anti-progress argument against a low risk improved intervention, reasserting that in your view that's exactly what it is.
MH originally emerged in the early days of insurance to describe the behaviour of those protected from the consequences of their actions to act marginally more riskily. Insurers responded by increasing premiums and deductibles to cover the incremental risk. The increased cost was sufficiently small that in a large risk pooling community those seeking insurance cover considered it, in most cases unwittingly, an acceptable price to pay for the protection.
The essence of risk pooling is that the peril that causes harm doesn't afflict a major part of the risk pooling community in one event. This explains why insurers withdraw from sectors where too many are afflicted simultaneously - floods in Florida, fire in California. So long as the numbers afflicted in any one event are sufficiently small, the economics of insurance is such that the aggregate of the premiums paid is sufficient to cover the losses actually incurred and leave a profit for the insurer. MH here is essentially an economic concept, largely devoid of any moralistic dimension.
This idea became polluted by a 'moral' dimension during the 2008 financial crisis when MH was used to describe the behaviour of supposedly greedy bankers who knowingly took on risky debts, pocketing their bonuses, and confident that if the banks failed, the government would bail them out. With the exception Lehmann Bros, that's exactly what happened. From then on, MH acquired a pejorative sense that it hadn't previously had in insurance. However, the idea that some were benefitting from incurring risks from whose harms they were protected, continued to apply to the bankers.
In recent years, largely thanks to some awful papers by Duncan McLaren and his colleagues at Lancaster University, MH has been applied to geoengineering. I say 'awful' because their entire case is built upon little more than the fear that geoengineering might deter investment in emissions reduction. Neither when they were writing on this, nor today, is there any evidence that geoengineering has had the slightest impact on the rate of emissions reduction. But now, what has been largely lost is the sense of individuals personally benefitting by incurring risks from whose consequences they are protected. Now the guilty parties are faceless institutional actors: the IPCC, the O&G sector, ignorant scientists and politicians and the like. In particular, the O&G sector, that arguably has the most to gain, at least in the short term, from slowing emissions reductions, had no need of the prospect of geoengineering to support their very successful campaigns to scupper emissions reduction. Geoengineering simply hasn't been on the agenda in international climate negotiations, so it's hard to see how it could have played any significant role in the UNFCCC's failure to reduce emissions more rapidly over the last 30 years or so. It is true that the O&G sector benefit by the failure to reduce emissions, but there's no evidence to suggest that this has in any way been affected by the prospect of geoengineering. The original concept of MH simply doesn't apply here. The O&G sector are doing what they're there to do - supply O&G to markets that demand them. They do that very well. It is not part of their role to lead the charge to a new fuel source or widespread changes in consumer and commercial market behaviour.
Similarly for politicians and scientists. It is hard to link their reluctance to engage with geoengineering with any prospective benefit they may personally derive from the incremental risks that not doing so would create. One could argue that geoengineering is unpopular with sections of the public on whom the politicians depend for political and financial support. This would be an MH-type argument. However, just like the O&G sector, politicians have had no need of geoengineering to steer clear of geoengineering, they understand that the rapid decline of emissions implied by net zero by whenever, carries major threats to economic and social stability that rest on the consumption of fossil fuels. They recognise that intervening in the market processes that maintain fossil fuel supremacy would in itself be a high risk strategy. We live in a time in which the neoliberal Zeitgeist is dominant; markets are supreme and state interventions at scale are out of favour. Again, the fundamentals of MH, implying some kind of preferential benefit seeking at the expense of others, don't apply.
All that said, if, as you claim, MH has now come to be little more than an anti-progress argument, I have to accept that new reality. To me it deprives the concept of MH of its central and powerful meaning, namely, that some are seeking personal benefit by creating risks whose burdens fall on others. Now it seems to be just people creating risks whose harms will afflict everyone, including themselves. I agree that we should call it out for what it is. Call it ignorance, stupidity, incompetence or some such. What does calling it MH do other than mask that inanity?
Robert
“cooling deterrence” is a valid and potentially useful term. It succinctly captures a real dynamic in climate policy discourse—the dominant emphasis on mitigation (emission reductions and carbon removal) has historically sidelined or stigmatized research into solar geoengineering due to governance concerns, risks, and the moral hazard argument mentioned above.
Your framing flips the moral hazard lens productively: by prioritizing only root-cause mitigation, policymakers may be deterring timely exploration of symptomatic relief (direct cooling) that could buy time against tipping points.
This could sharpen debates, especially as evidence mounts that emission pathways alone may not prevent overshoot of 1.5–2°C.
A clear, memorable term like yours could help advocates highlight this perceived bias without dismissing mitigation’s primacy. It’s analogous to how “moral hazard” became a staple in these discussions—provocative, directional, and debate-framing.“
On Jan 3, 2026, at 8:09 AM, robert...@gmail.com wrote:
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Once again, I have to point out an inconsistency from Tom Goreau. I am puzzled why Tom continues to post such incoherent personal criticisms of my views.
I responded to Tom’s comment that “The blame for climate overshoot clearly belongs to COP imposing fossil fuel pollution, and not to IPCC and the scientific community who are powerless to impose renewable energy to balance some of it!”
Now he contradicts himself: “I’m NOT defending IPCC at all in pointing out the blatant inaccuracy of your caricature.”
Since when did saying “blame does not belong” to an institution “not defend it at all”?
If IPCC had followed the science on sunlight reflection twenty years ago there might not be an overshoot. IPCC failure to engage properly on solar geoengineering by putting all eggs in the carbon basket is culpable negligence.
There is no “blatant inaccuracy” about presenting IPCC as hostile to sunlight reflection and action on albedo, or in observing that IPCC argues that cutting emissions could adequately mitigate climate change with some help from CDR while blocking action on albedo. That is one of the big messages of recent climate politics, seen most egregiously in the exclusion of sunlight reflection from the IPCC AR6 Summary for Policymakers.
Suggesting that “to impose renewable energy” would “balance some fossil fuel pollution” at a climate-relevant scale is precisely the order of magnitude error highlighted by the cartoon.
Regards
Robert Tulip
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Subject: Re: [prag] RE: [HPAC] Re: IPCC Policy on Moral Hazard
Tom Goreau’s defence of them?
I’m NOT defending IPCC at all in pointing out the blatant inaccuracy of your caricature.
IPCC is an inevitable failure for the same “popularity rather than accuracy” reasons that make AI nearly worthless. This misdirection towards popular trivia like model studies is a FEATURE, not a flaw, because it is largely composed of fossil fuel and energy industry hacks appointed by governments that are interested only in covering their assets, avoiding liability for their actions, preventing change to business as usual, and casting the blame elsewhere, rather than genuine climate scientists.
But that’s not the point, IPCC is only window dressing to make it appear governments are interested in learning and acting responsibly, but they are designed to fail, because they DON”T make any decisions. Those are made by Trump, Putin, Bin Salman, Khamenei, the Persian Gulf State Emirs, Maduro, and others of their ilk, who systematically block any UNFCC COP “consensus” on reversing global atmosphere pollution with greenhouse gas and global ocean pollution with acid and microplastics made from fossil fuels.
Thomas J. F. Goreau, PhD
President, Global Coral Reef Alliance
Chief Scientist, Biorock Technology Inc., Blue Regeneration SL
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No one can change the past, everybody can change the future
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On Jan 3, 2026, at 9:53 AM, rob...@rtulip.net wrote:
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Hi Oswald - Prospero ano felicidad!
I can understand not implementing SAI, or at least the concept. But what about other strategies for emergency temporary cooling to prevent activated tipping elements from passing the point of no return? Hansen has not yet definitively said we need emergency cooling, but he has said everything but this in peer reviewed work with the distinct implication that it will be required. Many others are of course are saying emergency cooling is definitively required in peer review.
The reason temporary emergency cooling is needed, and that 2 C will cause the passing of the point of no return for some tipping elements, is that once Earth systems degradation begins, which is the same thing as tipping activation, the degradation does not stop unless the degradation forcing is removed, i.e. by removing the warming effects that caused the degradation to begin through climate restoration back to within the natural variability of our old climate. This means that activated tipping elements will pass the point of no return regardless of any climate pollution mitigation action (elimination, removals and or cooling) as long as the temperature is above the maximum natural variation of our old climate where degraded systems cannot stabilize or self-restore. Hansen and others are clear that removal of the degradation forcing means restoring our climate back to within the evolutionary boundaries of our Earth systems (natural variation). This time frame has been identified for numerous activated tipping elements at significant time above 1.5 C, with many saying mid-century is the time of the point of no return. The lag here is not really about the temperature equilibrium, it is about degradation of systems so severe that stabilization and or self-restoration is not possible.
Atmospheric GHG removal, plus decarbonization to limit the amount of CDR needed so as to restore to natural variation below 1 C warming (350 ppm CO2), these are the actions of the permanent cure. Time frames for full implementation however to avoid the point of no return are risky, therefor prudence says we need to temporarily cool to avoid risks of the point of no return with significant time above 1.5 C, or about mid-century for most already activated tipping elements.
The school of thought that decarbonization can halt warming is of course flawed because it based on modeling that does not include fully developed fast feedbacks. Hansen of course avoids this pitfall by using proxy evidence that includes fully developed fast feedbacks.
So what you say that SAI is not needed, does this include all temporary emergency cooling strategies, or just SAI? Example: temporary pausing IMO sulfur regs to restore a few tenths of a degree C cooling is 100% shovel ready with absolutely known side effects that include a portion of the global respiratory disease mortality. This is of course a heavy lift, but risk/risk analysis reveals inaction is far more meaningful than temporarily allowing respiratory disease mortality from sulfate air pollution.
Steep trails,
Bruce
Hi Robert,
in my book I refer to the Moral Hazard in much the same way you do. You are right in saying that MH is a misled concoction, however I disagree that the scientists proposing this are in fact led by a renewables business agenda.
IPCC scientists are excellent, remarkable and uncorrupted individuals who work hard and do their best. It is a mistake to attack them, for two simple reasons:
- Attacking them will just make them fortify their defences
- We need their support
We (HPAC) are not in position where we can hope to get climate cooling done without support from IPCC. It is impossible to do, we need to cooperate. The MH argument is an outgoing ideology, defended by the boomer generation scientist who were schooled in climate science in the 90s of the last century. Back then it was true, practically all adversaries of emission cuts were partisan O&G lobbyists. We will not change the minds of these people, except maybe the most flexible and brilliant ones, think of James Hansen. The good news is: The next generation (X,Y,Z…) has not suffered the ideological indoctrination which fuels the MH argument. There is hope.
Still: We will not need SAI, it is too unpredictable. We will remove the cause of Global Warming, which is GHG, and that will do the job. CO2 levels and global temperature are closely interrelated, as visible from historic graphs which Hansen has shown. There is a time lag, yes, due to ocean temperatures, which slow down the process in both directions. All of that is acknowledged by established science. But on the other hand - we will survive 2 °C, so that’s not a huge worry. It would be wise and good not to go there, but humans are not wise and good - so we will go there.
Have a great day!
Hi Oswald
Your final sentence strikes at the heart of this debate. You say that removing GHGs is not an experiment, it may or may not work, but you can predict that it will do no harm.
If I lock you in a room for 24 hours, I can guarantee that that will do you no harm. You can have water, food, a comfortable bed and chair, heat to keep you warm or AC to keep you cool and whatever you want to keep you amused while you're there. You'll be fine. I can predict that.
Unfortunately, during those 24 hours someone sets the building on fire. You die. Think of the tragic reality of those poor kids at the News Years Eve party in Switzerland. That's exactly what happened to them.
The problem with your prediction is that it's worthless. You can't predict that removing GHGs will do no harm, either directly or indirectly. Any cooling at scale is going directly to change temperature gradients in the atmosphere and this will have weather effects. You cannot predict that those weather effects will all be benign.
Removing CO2 reduces surface temperature very very slowly, leaving plenty of time for the metaphorical building to burn down. Removing methane works much quicker and would without question be a great idea. The problem is that a lot of things have to go right for its benefits to be delivered at scale in a timely manner. They may. But you can't guarantee that because, as you've noted in an earlier post, no one's currently interested to finance it. When might they be? Will that be soon enough? The harms caused by continuing warming while the TFCD is being scaled would be indirect effects of pursuing that policy. The risks from those indirect harms could be considerable.
Looking ahead you might think that a 'solution' that caused billions of people to die prematurely was totally unacceptable. In a century, looking back, people might wonder why for fear of condemning, say 4 billion to a premature death, we didn't act more decisively to avoid the premature death of 7 billion.
Personally, I regard a collapse on that scale as being perfectly plausible. I have no idea how likely it is, but it's definitely plausible. Being plausible, I would like to think our policymakers would actively be devising and implementing policies to avoid such an outcome. They'll have no better idea than anyone else about what will work, how quickly, what unmitigable risks it might entail and so on. If you regard the situation we now face as a genuine emergency, which I do, the tried and tested response is to try every feasible intervention so you can learn by doing, continually scaling up those that work and revising or abandoning those that don't.
Taking SAI off the table now is much like locking yourself in that room. You might be OK but it's almost certainly not the least risky approach the situation we face.
RobertC
Dear Bruce,
you are right, cooling measures are indeed needed. Emission reduction alone won’t do the job, but of course it is needed. I think all in this forum agree on that.
What cooling strategy?
Our proposal is TFCD. Tropospheric Ferric Chloride Dispersion. It reduces methane, CO2 and restores lower cloud cover. It is the only strategy (AFAIK) that cools on the three most important fronts. Methane, CO2 and albedo. It would cool the climate by 0.5 to 1.0 °C, which would be sufficient to prevent the worst.
The science behind TFCD has been provided by Franz Oeste and Renaud de Richter, among others, and we are proud to work with these eminent scientists.
SAI is a strategy which creates a new, unknown climate. It may work or not, I cannot predict that, but I would prefer to live on a planet which is not used for atmospheric experiments. Removing GHG is not an experiment, but a method to root out the cause of Global Warming. Again, it may work or not, I cannot predict that either, but I can predict that it will do no harm.