Why the Hardest Problems Reward the Same Mind: Strategy, Writing, and Energy Transition
Hatched by mike liao
Jun 27, 2026
10 min read
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The hidden commonality between good prompts and decarbonization
What do AI prompting, strategy, writing, and the global energy transition have in common?
At first glance, almost nothing. One lives in the world of thought, another in the world of infrastructure. One seems fast and cheap, the other slow and capital intensive. But there is a deeper shared problem underneath them all: how to change a complex system without pretending the system is simpler than it is.
That is the real tension. The modern instinct is to believe that if an idea is good enough, a tool is smart enough, or a policy is ambitious enough, transformation should follow quickly. But the hardest systems in life do not respond to wishful thinking. They respond to constraints, incentives, path dependence, and accumulated inertia. Whether you are writing a sharp memo, designing a strategy, prompting a model, or replacing fossil fuels in a civilization, the challenge is the same: you are trying to move from aspiration to execution inside a system that already has momentum.
This is why the same mental skill shows up everywhere: the ability to ask better questions of a resistant system.
The seduction of the elegant solution
Every complex problem invites fantasy. In strategy, the fantasy is that a clever chart or slogan will substitute for alignment. In writing, it is that a polished sentence will replace real thinking. In AI prompting, it is that the right phrase will instantly unlock intelligence. In energy policy, it is that declaring a transition will make the transition happen.
Vaclav Smil's central warning, in plain terms, is that energy systems do not obey rhetoric. They are not websites that can be redesigned over a weekend. They are vast physical networks built over decades, with machinery, supply chains, politics, habits, and sunk costs embedded in them. Around 83 to 85 percent of the global energy system still depends on fossil fuels. That is not a minor obstacle. It is the system.
The same lesson applies to thinking work. A strategy document may look sophisticated, but if it ignores operational reality, it is just decorated fiction. A writing sample may sound fluent, but if it does not clarify a problem, it has failed. A prompt may be elegant, but if it does not structure the task well, the model will wander. In each case, style can disguise weakness for a moment, but only until the real world demands results.
The first mistake in any hard problem is confusing expression with transformation.
This is why some people become addicted to abstraction. Abstraction is cheap. It lets us feel ahead of the problem without paying the price of solving it. But the world is not impressed by verbal confidence. It is moved by systems that can actually carry the load.
Why the best thinkers are also systems designers
If there is a single unifying skill across strategy, writing, ideation, general problem solving, art, and AI prompting, it is not creativity in the vague sense. It is framing.
Framing is the art of deciding what kind of problem you are actually facing. Is it a search problem, a coordination problem, a persuasion problem, a construction problem, or a transition problem? If you misframe the problem, your solution will be beautiful and useless. The reason good strategists, good writers, and good prompt engineers often look similar is that all three are trying to impose structure on ambiguity.
Consider writing. Strong writing does not merely report a conclusion. It forces a sequence of thought. It turns a foggy intuition into a trackable line of reasoning. Strategy works the same way. It is not a prediction machine, despite how often it is treated that way. It is a discipline for choosing where to focus, what tradeoffs matter, and what must be true for success. AI prompting is a newer version of the same skill. The model is powerful, but without a good frame, it will generate fluent noise. A precise prompt is not magic. It is a compact strategy document.
This is where the connection to energy becomes surprisingly deep. The energy transition is not just a technical replacement problem. It is a framing problem at civilization scale. People often talk as if the question were, “Can we invent enough clean energy?” But the more important question is, “Can we rebuild the system that turns energy into daily life without breaking everything else in the process?”
That is why efficiency matters so much. Efficiency is not glamorous because it rarely looks like a breakthrough. Yet it is often the most durable form of progress because it changes the denominator. If a house uses less fuel, every future year benefits. If a car is 40 percent more efficient, that is not a one time gain. It compounds every time you drive.
The same is true in knowledge work. A better thinking process does not just solve one problem. It upgrades the machinery that solves many problems. Better prompts, better documents, better strategic frames, better writing habits, these are efficiency improvements for the mind.
The real transition is from one kind of leverage to another
One reason energy transitions are so slow is that they are not merely transitions between fuels. They are transitions between entire infrastructure regimes.
Coal was not replaced because someone wrote a persuasive essay about oil. Oil did not dominate because of superior language. Natural gas gained ground partly because it offered a meaningful emissions reduction relative to coal while fitting into existing industrial logic. Nuclear and hydro decarbonized parts of the system not because they were universally convenient, but because they could provide large amounts of electricity at scale. Every major shift involved a combination of physics, economics, politics, and geography.
That same pattern appears in intellectual work. A prompt does not succeed merely because it is clever. It succeeds because it matches the structure of the task. A strategy does not work because it sounds visionary. It works because it aligns resources with reality. Good writing does not persuade by force of personality. It persuades because it is built around the reader's cognitive limits and attention span.
This suggests a powerful mental model: transitions happen when a new form of leverage becomes more attractive than the old one under real constraints.
That model explains why many grand plans fail. They assume the new thing only needs to be better in principle. In reality, it must be better within a dense web of costs, habits, and dependencies. A renewable system has to win not just on carbon, but on reliability, storage, land use, transmission, permitting, financing, and political patience. A prompt has to be not just smart, but repeatable. A strategy has to be not just inspiring, but executable by ordinary humans on an ordinary Tuesday.
This is also why scale matters. Denmark can move quickly in ways a global system cannot. A small country is easier to coordinate, easier to electrify, easier to redesign. The larger and more heterogeneous the system, the more friction accumulates. That is true for nations and for organizations. A startup can change its operating model in a week. A government ministry, a utility grid, or a multinational corporation cannot.
The bigger the system, the more expensive every change becomes.
That is not pessimism. It is architecture.
The uncomfortable arithmetic of ambition
There is a dangerous gap between moral urgency and implementation capacity. Climate discourse often collapses this gap with slogans. But arithmetic has no interest in slogans.
If decarbonization requires something like 10 to 11 percent of global economic output every year for decades, then the question is not whether the goal is noble. The question is how to organize the world so that the cost is bearable, especially for countries where energy demand is still rising and basic needs remain unmet. For richer nations, the burden is already huge. For poorer nations, it can look close to impossible without external support.
This is where many discussions become morally shallow. They treat the transition as if every society starts from the same place. But a Nigerian city with constrained access to electricity, a European industrial base, and a wealthy suburban household are not facing the same problem. The rich world has already consumed vast amounts of fossil energy to get rich. Expecting the poor to decarbonize on the same timeline, with the same budget, without the same historical advantage, is not a policy plan. It is a category error.
The deeper lesson reaches beyond climate. In strategy and writing, too, ambitious goals fail when we ignore the hidden costs of change. A team may say it wants more innovation, but if every proposal requires six approvals, innovation will die in the hallway. A writer may want clarity, but if the drafting process rewards speed over thinking, the prose will remain muddy. A prompt may ask for brilliance, but if the model is not given constraints, examples, and a real objective, the output will be generic.
The practical implication is simple but hard: every serious plan must include a theory of friction.
Not just a theory of possibility. A theory of friction.
What slows the system down? What can scale? What can be replaced cheaply? What compounds over time? What requires subsidies, and for how long? What can be improved through efficiency instead of substitution? These are not just energy questions. They are the questions of every mature project.
A better way to think about change: replace, reduce, restructure
Most people think change happens in one way: replacement. Old thing out, new thing in.
But the history of both energy and knowledge work suggests a more useful framework: replace, reduce, restructure.
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Replace what can be cleanly swapped out. In energy, this means substituting lower carbon sources where infrastructure and cost allow. In thinking work, it means replacing vague habits with better ones, or replacing unstructured requests with clearer prompts.
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Reduce what cannot be replaced immediately. Efficiency is the silent hero here. Use less energy per unit of output. Use fewer words per unit of meaning. Spend less cognitive effort on avoidable confusion.
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Restructure the system so the new behavior becomes natural. This is the hardest part. Grids need transmission. Organizations need decision rights. Writers need feedback loops. Prompting needs process, not improvisation. A transition becomes durable only when the environment starts rewarding the new pattern by default.
This three part frame is powerful because it avoids all or nothing thinking. The future will not arrive as a clean swap. It will arrive as a patchwork of substitution, efficiency, and redesign. The same is true of personal and organizational improvement. People often chase dramatic replacement, when the real gains come from combined incremental redesign.
Think of it like renovating a house while still living in it. You do not tear out every wall at once. You replace the plumbing where needed, insulate the attic, rewire one section, and make the kitchen more efficient. Civilization is that house. So is your workflow.
Key Takeaways
- Treat every hard problem as a systems problem first. Before seeking a clever answer, map the constraints, dependencies, and hidden costs.
- Separate expression from transformation. A good idea, prompt, or policy is not enough unless it changes the underlying machinery.
- Use efficiency as a force multiplier. Reducing demand often creates more durable gains than trying to replace everything at once.
- Always include a theory of friction. Ask what will slow adoption, raise costs, or break coordination before you scale a solution.
- Prefer compounding improvements over dramatic gestures. Small structural gains in process, design, or infrastructure often outlast grand but fragile interventions.
The deeper lesson: civilization changes through disciplined impatience
The most important thing connecting strategy, writing, prompting, and energy is not speed. It is disciplined impatience.
You want change now, but you respect what the system can bear. You want clarity now, but you accept that clarity must be built. You want cleaner energy now, but you cannot pretend the physical world is editable at the speed of a tweet. The temptation is to choose between urgency and realism. The better path is to fuse them.
That fusion is what makes great thinkers useful. They do not merely dream of better outcomes. They understand the shape of the machine that produces outcomes in the first place. That is why strategy, writing, ideation, problem solving, art, and prompting sit closer together than they first appear. All of them ask the same question in different forms: how do we create leverage without lying to ourselves about the terrain?
The answer is rarely heroic. It is often incremental, technical, and a little unglamorous. But that is exactly why it works.
The future does not belong to the people who shout the loudest about what should happen. It belongs to the people who can look at a stubborn system and say, with precision and humility, here is what can actually move, here is what it will cost, and here is how to make the next step easier than the last.
That is not just a climate lesson. It is a universal law of real progress.
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