Mar 2, 2026
8 min read
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The Eddy and the River

The universe only moves in one direction. Entropy — disorder, randomness, the dissolution of structure — always increases, like a river that only flows downstream. Stars burn out. Everything that has shape will eventually lose it. This is not a metaphor. It is as close to certainty as physics gets.

What’s less certain, and more interesting, is whether entropy simply increases or whether the universe actively finds the fastest path to more of it. This is called the Maximum Entropy Production Principle. It’s not yet proven. But if it’s right, it changes how you see everything.

It would mean the universe doesn’t just tolerate order. It uses it. Because organized structures are better at dissipating energy than disorganized matter. A rock absorbs sunlight and radiates some heat. A forest absorbs that same energy and runs it through photosynthesis, respiration, food chains, and decay, dissipating far more of it in the process. More order, paradoxically, means faster entropy. More order means a faster river.

Think of a refrigerator. The inside gets cold. That’s the order you see. But the back is dumping heat into the room. The total entropy goes up. The cold interior is real, but it’s paid for by warming everything around it. Every refrigerator is an entropy engine disguised as an ordering machine.

Life, intelligence, civilization: these are all refrigerators. They build extraordinary local order, and every bit of it is paid for in entropy exported elsewhere. They don’t slow the river. They are how the river moves faster.

What follows from that is stranger and more interesting than either optimism or nihilism can hold. I’m going to use a story about a Greek warship I stumbled on to help walk through three lessons I think it carries.


I. Read the River

Look at history through the entropy lens. Every major transition starts to look like the same event repeating at a larger scale: the universe finding a bigger refrigerator.

Fire let humans dissipate energy faster than raw metabolism. Agriculture reorganized ecosystems to channel energy at scale. Industry mechanized the process. Computing added a coordination layer that made everything more efficient. Each transition: more local order, more total entropy, a faster river. Each one a bigger refrigerator than the last.

AI is the next one. Not because anyone decided it should be, but because this is what the river does. It finds the next gear. Artificial intelligence produces extraordinary local order: predictions, language, coordination, structure that would have taken human institutions years to build. And it does so at enormous energetic cost. It is a very, very big refrigerator.

Once you see this pattern, the competitive races that define the modern economy start to make a different kind of sense. In rationalist philosophy, there’s a concept called Moloch, named by the writer Scott Alexander, that describes competitive dynamics trapping rational players in races nobody wants. The arms races, the status races, the corporate races where everyone competes and everyone burns and nobody chose the destination. I think Moloch is just what the river looks like when it flows through social systems. The race to build faster, bigger, more. That’s not a bug. That’s the current.

You could have seen every one of these transitions coming if you understood the river. The steam engine wasn’t an accident. The internet wasn’t an accident. The GPU cluster consuming a small city’s worth of electricity isn’t an accident. Each one was the next logical step in a pattern that has been running since the first chemical reaction dissipated more energy than the inert matter around it.

The first lesson: the river has a pattern, and you can learn to read it. You can’t change the direction. The river is physics. But you can see where it’s heading before everyone else does, and position yourself accordingly.


II. Find the Pocket

If you watch an actual river, the current isn’t uniform. Where it meets a rock, a bank, a change in depth, the flow folds back on itself and creates a small, spinning pocket of water moving against the direction of everything around it. This is called an eddy. It has structure and coherence. It persists, not forever, but for a while. And it exists only because the geometry of that spot creates the conditions for a local reversal.

Eddies don’t form just anywhere. You can’t force one into open flow. The current swallows it. But where the geometry is right, a small amount of energy sustains a structure that has no business existing.

In 1943, a Greek destroyer called the Adrias encountered three German torpedo boats during a night engagement off Sicily. A small, aging ship, not built for this kind of fight. The sensible move was to disengage. But her captain, Ioannis Toumbas, read the pocket: darkness, confusion, surprise. Instead of turning away, he charged. They sank two of the three.

The conditions of that specific moment, the darkness, the disorientation, the enemy’s assumption that no one would close distance, created an opening that didn’t exist five minutes earlier and wouldn’t exist five minutes later. Toumbas saw it and committed.

Now, the easy misreading of that story is: be defiant, charge the current, play every weak hand strong. That’s romantic. It’s also how you drown. Math is math. Most people who play a weak hand strong lose. What Toumbas did wasn’t courage in the abstract. It was attention. He studied the flow, found the specific spot where the conditions created an opening, and acted only there.

The long term is made of short terms. And the short term has texture: bends, pockets, openings. The value isn’t only in building a bigger refrigerator. The river will always find someone for that. The value is in finding where the flow bends, where something local and improbable can hold together. Not everywhere. Not always. But where the opening exists, commit to it.


But here’s the thing that should bother you about everything I’ve just said. The river is accelerating. Every new refrigerator makes it flow faster. Every phase transition increases the current. If eddies depend on the geometry of the flow, what happens when the flow becomes overwhelming? What happens when the river is so fast and so wide that the rocks and bends that once created pockets are submerged entirely?

If the river has a destination, if entropy marches toward some maximum and the current only ever increases, then every eddy is temporary in the deepest sense. Not just “it will end someday” temporary, but “the conditions for its existence are being eroded” temporary. The room for structure shrinks. The pockets close. The current smooths out. Everything becomes still.

That would be the bleak version. And if the universe were a fixed container, it would be true.

The River Has No Ceiling

But the universe is not a fixed container. It is expanding. And accelerating.

Entropy always increases. That’s inviolable. But how much entropy is possible depends on how big the system is. And our system is getting bigger. The river flows faster, yes. But the riverbed keeps getting wider. More current, and more room. More river, and more banks, more bends, more places where the flow can fold back on itself.

The eddies are not being squeezed out. There is space for more of them than ever before.

More entropy ahead. And more room for eddies within it.


III. Make It Beautiful

Once you’re inside the eddy, the river’s logic stops being the point.

The current says: optimize, accelerate, export entropy. Inside the eddy, the question is different. It’s about shape. Craft. What this structure is going to look like, and whether it’s worth something to the people inside it. This isn’t productivity. It isn’t optimization. It’s the thing optimization cannot reach: the choice of what to value, what to build, what to make worthy of the time the structure holds.

The river doesn’t care if the eddy is beautiful. Beauty is an inside-view concept. It only exists for a pattern capable of looking at itself and deciding what it wants to be.

That’s us. That’s all it’s ever been.

Months after Sicily, a mine blew the bow of the Adrias clean off. The ship was a wreck. A liability. The order came to abandon her. Toumbas refused. He jury-rigged repairs in a Turkish cove, then sailed the bowless ship 730 miles to Alexandria. Only at night, hiding in coves by day, reading every stretch of water between him and safety.

That wasn’t finding a pocket. He was already inside one. This was something else: a man inside a structure he’d committed to, deciding what shape it would take. The defiance, the craft, the arrival, that was the beauty. He found meaning inside his eddy and made it count.

The third lesson: once you’re in the eddy, the only work that matters is making it beautiful. Not just holding on. Building something that, for however long the structure holds, means something to the people inside it.


The universe is going where it’s going. Entropy increases. The river flows. This is not something to mourn or celebrate. It is the structure of reality.

And within that structure, there is room. The riverbed keeps getting wider. There is space for more eddies than ever before. More pockets of order, more improbable structures, more beautiful things.

More entropy ahead. And more room for eddies within it.

Read the river. Find the pocket. Make it beautiful.