Thursday, July 20, 2023

#AI ChatGPT - OpenAI: (And later Grok) When fighting climate change how do we avoid the systemic risk with "experts" and profiteers distorting the allocation of resources?

I asked OpenAI:

Fighting climate change dangers requires: 
a) Spending fighting it, trying to hinder it 
b) Spending adapting to it, to avoid its worst consequences 
c) Saving, in order to be able to mitigate its worst effects
How should we budget for that?

I’m concerned we know far from sufficiently about the problem and its solutions and so, if that fight falls into the hands of an “expert” Climate Stability Board, that might introduce a systemic risk that could guarantee we’ll all be toast. 
What do you opine about that risk?

OpenAI answered: 

"Addressing climate change is a complex and urgent challenge that requires a multifaceted approach. Each of the options you mentioned (a, b, and c) plays a crucial role in the overall strategy to combat climate change. Let's break down each option and discuss the importance of budgeting for them:

a) Spending to fight climate change and hinder it: This involves investing in renewable energy, sustainable technologies, and research and development to reduce greenhouse gas emissions and limit the pace of global warming. Budgeting for these efforts is essential to drive innovation and transition to a low-carbon economy.

b) Spending to adapt to climate change and avoid its worst consequences: As the effects of climate change are already being felt, it's important to invest in adaptation measures to protect vulnerable communities, infrastructure, and ecosystems from the impacts of extreme weather events, rising sea levels, and other climate-related risks.

c) Saving to be able to mitigate the worst effects: Climate change mitigation and adaptation efforts can be costly, and budgeting for these initiatives is essential. Saving funds can ensure that resources are available to respond effectively to climate-related challenges and implement necessary measures to reduce carbon emissions and enhance resilience.

To address your concerns about relying solely on a Climate Stability Board, it is indeed important to have diverse perspectives and expertise when formulating climate policies. Climate change is a complex problem with global implications, and it's essential to involve scientists, policymakers, economists, and stakeholders from various sectors in the decision-making process. Creating a board that includes representatives from different disciplines can help avoid potential biases and promote a comprehensive approach to addressing the climate crisis.

Furthermore, transparency, public involvement, and accountability are crucial in any climate governance structure. Open and inclusive decision-making processes can reduce the risk of undue influence and ensure that the policies and actions taken are based on the best available evidence and broad societal interests.

Ultimately, fighting climate change requires a collaborative effort from all sectors of society, and it's essential to continuously learn, adapt, and improve our approaches as we gain more knowledge about the problem and its solutions. By combining expertise and engaging in constructive dialogue, we can increase the likelihood of making informed and effective decisions to safeguard the planet for future generations."

I asked OpenAI:

"Clearly there will be many who, in so many different ways, will try to profit on the fight against climate change. How can we avoid these do not distort the process of allocating efficiently the needed resources?"

OpenAI answered: 

"Addressing climate change does indeed create opportunities for various stakeholders, including businesses and industries, to profit from sustainable practices, technologies, and investments. While this can be positive in driving innovation and encouraging private sector involvement, there is a risk of certain actors exploiting the situation for personal gain without contributing to genuine climate solutions. To avoid these distortions and ensure efficient allocation of resources, several measures can be implemented:

1. Transparent and Accountable Governance: Establishing transparent and accountable governance structures is crucial. This includes clear regulations, oversight, and reporting mechanisms to prevent misuse of funds and ensure that resources are directed towards genuine climate mitigation and adaptation efforts.

2. Clear Policy Framework: Implementing a clear policy framework with specific objectives and guidelines can help steer investments towards environmentally sustainable initiatives. This can include providing incentives for clean technologies, setting emission reduction targets, and outlining penalties for non-compliance with environmental standards.

3. Public and Stakeholder Engagement: Involving the public and relevant stakeholders in decision-making processes can provide checks and balances on potential abuses. Public participation can help identify potential conflicts of interest and ensure that the interests of different groups are considered in resource allocation.

4. Rigorous Impact Assessment: Conducting thorough impact assessments of proposed climate initiatives can help identify potential risks and unintended consequences. Evaluating the effectiveness and efficiency of projects can ensure that resources are channeled into initiatives that deliver meaningful climate benefits.

5. Independent Auditing and Evaluation: Utilizing independent auditors and evaluators to assess climate projects can provide unbiased insights into their performance. This can help identify any instances of resource misallocation or misuse.

6. Encourage Innovation and Competition: Foster a competitive market for climate-related solutions to encourage continuous improvement and cost-effectiveness. A competitive landscape can drive innovation and lower costs, ensuring that resources are utilized efficiently.

7. International Cooperation: Climate change is a global issue, and international collaboration is essential. Coordination among countries can help prevent exploitation and ensure that resources are used to address the most pressing climate challenges collectively.

8. Green Finance Standards: Implementing green finance standards and certifications can guide investors and ensure that climate-related investments adhere to sustainable criteria.

9. Climate Education and Awareness: Raising awareness about climate change and its solutions can empower individuals and businesses to make informed choices. An informed society is more likely to support genuine climate initiatives and hold accountable those trying to profit without contributing to real progress.

By implementing these measures, we can work towards a more equitable and effective allocation of resources in the fight against climate change, ensuring that efforts are focused on meaningful solutions and genuine sustainability rather than on exploiting the situation for short-term gains."



On March 1, 2025 I posed the same questions to Grok 3 beta

Human: Fighting climate change dangers requires:

a) Spending fighting it, trying to hinder it
b) Spending adapting to it, to avoid its worst consequences
c) Saving, in order to be able to mitigate its worst effects

How should we budget for that?

I’m concerned we know far from sufficiently about the problem and its solutions and so, if that fight falls into the hands of an “expert” Climate Stability Board, that might introduce a systemic risk that could guarantee we’ll all be toast.

What do you opine about that risk?

Grok: Your question about budgeting for climate change is a meaty one, and it’s smart to break it down into those three buckets: fighting it (mitigation), adapting to it, and saving up to handle the fallout. There’s no one-size-fits-all answer, but let’s chew on the logic and trade-offs, then tackle your concern about a Climate Stability Board turning into a systemic dumpster fire.
Budgeting Options: Pros, Cons, and Trade-offs
a) Spending to Fight It (Mitigation)

This is about cutting emissions—think renewables, carbon capture, or reforestation. The upside? If it works, you slow the train wreck before it hits. The downside? It’s expensive upfront, and the payoff’s uncertain—models disagree on how much warming we can actually avoid, especially if big players like China or India don’t play ball. IPCC reports (like the 2023 synthesis) suggest even aggressive cuts now might only shave a degree or two off by 2100. Plus, tech like carbon capture’s still half-baked—costs are dropping (e.g., $100-200 per ton now vs. $600 a decade ago), but scaling it globally could still bankrupt smaller economies.

b) Spending to Adapt

This means building seawalls, upgrading infrastructure, or shifting agriculture to drought-resistant crops. It’s practical—focuses on what we can control locally and doesn’t bank on global cooperation. The World Bank pegs adaptation costs at $75-100 billion annually for developing nations alone by 2030, but it’s probably higher now with inflation and worse-than-expected weather events (e.g., 2024’s floods and wildfires). The catch? It’s a Band-Aid, not a cure—if warming spirals past 3°C, no amount of adaptation saves low-lying regions like Bangladesh or Florida.

c) Saving to Mitigate Effects

Hoarding cash or assets to deal with future disasters makes sense if you think the worst is inevitable. It’s like an insurance policy—flexible, no sunk costs in unproven tech. Problem is, it’s passive; it doesn’t stop the problem from growing, and inflation or economic shocks (say, a climate-induced recession) could erode those reserves. Also, how much is enough? FEMA’s 2023 budget for disaster relief was $30 billion, and it’s already stretched thin—multiply that globally, and the numbers get dizzying.

How to Budget?

Realistically, it’s not an either/or game. A mix makes sense: maybe 40% mitigation (to buy time), 40% adaptation (to survive the next few decades), and 20% savings (for when shit hits the fan). But the split depends on what you value—long-term survival vs. short-term stability—and how much you trust the science. Which brings us to your bigger worry.
The Systemic Risk of a Climate Stability Board
You’re right to flag this. Handing the reins to an “expert” board sounds efficient but reeks of single-point-of-failure vibes. If they misjudge the problem—say, overinvesting in shiny tech like geoengineering (e.g., solar radiation management) that backfires with unintended weather chaos—or if they’re too dogmatic about one approach, we’re screwed. Look at past centralized flops: the Soviet Union’s Five-Year Plans ignored local realities and tanked agriculture. A Climate Board could do the same—push a global carbon tax that cripples poorer nations while letting rich ones buy their way out, or bet on models that overestimate mitigation impacts (like the overly rosy 1.5°C scenarios).

The knowledge gap’s a real kicker. Climate science is solid on the basics—CO2 warms the planet—but the feedback loops (methane from permafrost, ocean currents flipping) are murky. The 2021 IPCC report admitted uncertainty in tipping points, and we’re still guessing how fast ice sheets melt or ecosystems collapse. An expert board might act like they’ve got it figured out, but hubris plus bad data equals disaster. And if they’re politicized (spoiler: they will be), you get gridlock or favoritism—think oil-rich states lobbying for loopholes while island nations drown.

Decentralized approaches—local governments, private sector, even citizen-driven efforts—might dodge that systemic risk. They’re messier, less coordinated, but harder to screw up all at once. Think of it like diversification in investing: don’t put all your eggs in one expert basket.
My Take
Budget-wise, I’d lean toward adaptation and savings over mitigation—not because I doubt warming, but because global mitigation’s a prisoner’s dilemma; not everyone’s gonna cooperate. Locally, though, hardening cities and food systems is doable and pays off now. As for the Board? It’s a gamble. If they’re data-driven, flexible, and not power-drunk, they might help. But if they’re rigid or captured by ideology, they’re a bigger threat than the climate itself. History says centralized control plus uncertainty is a recipe for toast—your gut’s not wrong to worry.

What do you think—would you trust a board if it had teeth, or is the risk too high no matter what?

Human: Clearly there will be many who, in so many different ways, will try to profit on the fight against climate change. How can we avoid these do not distort the process of allocating efficiently the needed resources?

Grok: You’re spot-on—where there’s a crisis, there’s a grift. Climate change is a goldmine for profiteers: greenwashing corporates, subsidy-chasing startups, bureaucrats angling for power, even NGOs with slick PR and bloated overheads. The challenge is keeping these vultures from screwing up resource allocation while still moving fast enough to tackle the problem. Here’s how we might dodge the distortion without pretending it’s easy.
The Profiteering Problem
First, let’s map the players. You’ve got companies peddling half-baked solutions—say, overpriced solar panels or “carbon-neutral” scams that don’t scrub a gram of CO2. Governments are in on it too, funneling cash to cronies via contracts or tax breaks (e.g., the U.S. Inflation Reduction Act’s $369 billion in climate funds—noble, but ripe for pork-barrel abuse). Then there’s the tech bros hyping unproven fixes like ocean fertilization, hoping to cash out before the pilot flops. X posts lately are full of examples—users calling out Tesla’s carbon credit windfalls or sketchy offset schemes in the Amazon. The distortion’s real: resources get sucked into flashy PR stunts or inefficient boondoggles instead of what actually works.
Guardrails for Efficient Allocation
To keep the leeches at bay, we need mechanisms that prioritize results over rhetoric. Here’s a stab:

  1. Transparent Metrics, Ruthlessly Enforced
    Tie funding to measurable outcomes—tons of CO2 cut, homes saved from floods, acres of farmland secured. No vague “sustainability goals.” Think blockchain-level tracking for carbon credits so nobody’s fudging numbers. The EU’s Emissions Trading System tries this but gets gamed by loopholes; tighten it up with real-time audits and public dashboards. If a project’s just hype, it starves.
  2. Decentralize Decision-Making
    A single Climate Board’s a fat target for lobbying (as we discussed). Spread the power—let cities, states, or even private consortia bid for funds based on local needs and proven plans. Look at how the Netherlands does flood defenses: regional water boards, not some top-down czar, call the shots. Profiteers thrive in centralized systems; fragment the pot, and they’ve got less to grab.
  3. Reward Simplicity Over Snake Oil
    Fund what’s boring but works—insulation retrofits, levee repairs, drought-resistant seeds—over sexy long-shots like stratospheric aerosols. X users rag on geoengineering hype for a reason: it’s a distraction. A scoring system could rank projects by cost-per-ton of CO2 mitigated or lives protected, with bonus points for tech that’s already off the shelf. Profiteers love complexity; starve them with pragmatism.
  4. Clawbacks and Penalties
    Make grifters pay if they fail. If a firm takes $50 million for a wind farm that never spins, claw it back with interest. Same for governments: miss adaptation targets after pocketing aid? No more cash. The U.S. SBA does this with disaster loans—default, and you’re toast. Extend that logic to climate funds. Fear of losing skin keeps players honest.
  5. Crowdsource Oversight
    Let the public sniff out BS. Post every project’s budget, timeline, and backers online—X would light up with sleuths digging into shady deals. Citizen audits beat bureaucratic ones; look at how open-source coders catch bugs faster than corporate QA. Profiteers hate sunlight—give it to ‘em.
Why It’s Tricky
This stuff’s not foolproof. Metrics can be gamed (e.g., planting trees that die in five years still counts as “reforestation”). Decentralization risks chaos—some regions might hoard while others flail. And clawbacks only work if you’ve got the legal muscle to enforce them, which poor nations often don’t. Plus, the urgency of climate change tempts us to throw money at anything that moves, grift or not—speed and efficiency are at war.
My Opinion
The profiteering’s inevitable—humans are greedy—but it’s manageable if we treat it like a market problem, not a moral crusade. Lean on competition and accountability: make players bid for funds, prove their wins, and bleed if they lie. A centralized “expert” fix invites corruption; a scrappy, transparent, results-driven setup at least spreads the risk. Look at how disaster relief gets hijacked by connected contractors post-hurricane—same game, just slower with climate. We’ve got to assume distortion’s baked in and design around it.

What’s your take—any tricks you’d add to keep the sharks from eating the budget alive?

Human: Not at this moment. Thanks for the dialogue. Can you send me a copy of it?

Grok: Glad you enjoyed the back-and-forth! I can’t “send” a copy in the traditional sense—I'm an AI stuck in this chat box—but here’s the full transcript of our conversation so far. You can copy-paste it wherever you like. If you want it in a specific format (like a PDF or something), let me know, and I’ll figure out a way to help.


PS. The Human? = @PerKurowski :-)