The New Stable Orbits

How AI is rewriting which businesses can exist, and quietly opening the door to millions of new ones, from Brooklyn to Bangalore to Lagos.

A weird thing about smoke rings

Blow a smoke ring and watch it. It holds its shape for several seconds, a coherent spinning donut of air moving through other air. It has no walls. Nothing is holding it together except its own motion. And yet it persists.

Smoke rings, hurricanes, candle flames, and the convection cells in a pot of boiling water all share a strange property: they are structures made of flow. They exist only because energy is moving through them at the right rate.

Physicists call these dissipative structures. They have a minimum sustaining condition. Below some threshold of energy throughput, the structure simply cannot exist. The math doesn't allow it.

Hold that picture in your head. We're going to leave physics now and never really come back. But the shape of the idea is going to keep showing up.

Businesses are dissipative structures too

A business, at its core, is a coordinated loop. Inputs come in (capital, labor, attention, information) and outputs go out, hopefully at higher value than the inputs. The difference is what keeps the loop spinning.

But here's the catch: a huge amount of what a business does isn't producing the output. It's coordinating itself. Bookkeeping. Scheduling. Customer service. Marketing operations. Light legal work. Compliance. Onboarding. Reporting. The endless overhead of just being a coordinated entity that exists in the world.

Economists since Ronald Coase have understood that this coordination cost is what defines the boundary of a firm. Coordination eats margin. Below some threshold, it eats all the margin. The loop can't generate enough surplus to pay for the cost of its own existence.

That's the minimum sustaining condition. That's the smoke ring dissipating.

What AI actually changes

Here's the thing AI does that almost nothing else has done: it doesn't reduce the work a business needs to do. It reduces the coordination overhead per unit of output.

The bookkeeping, scheduling, drafting, light analysis, customer triage, content production, and operational glue still have to happen. What changes is how much coordination labor the loop has to spend just to keep itself moving.

The 30 hours a week of coordination overhead collapses. Maybe to 5 hours. Maybe to 2. The output still gets produced, but the cost of keeping the business coherent falls through the floor.

A loop processing $80,000 a year (a niche newsletter, a specialized consulting practice, a tiny SaaS, a one-person telehealth clinic) can now find a stable orbit. Pre-AI, the overhead would have eaten it alive. Post-AI, it generates enough margin to sustain itself. It exists. It holds its shape.

The optimistic part nobody is talking about

Most of the AI-and-business conversation happens in San Francisco and reads like a story about replacing American knowledge workers. That story is real but it's also small.

The bigger story is what happens when the minimum sustaining condition for a business drops everywhere at once. A teacher in Nairobi running a tutoring practice. A tailor in Dhaka selling internationally. A pharmacist in Lima starting a telehealth clinic. A translator in Manila building a five-person agency.

None of these were viable as real, growing businesses ten years ago. The coordination overhead, the English-language paperwork, the foreign customer service, the tax compliance, and the marketing would have eaten them.

For the first time in history, the coordination tools of a global business are roughly as good and roughly as cheap whether you're in Brooklyn or Bangalore. The business loop doesn't care about your zip code. It cares about whether the overhead eats the margin.

The ceiling is rising too

If one person plus AI can do the coordination work that used to require a team of 20, the ceiling on a solo operation rises dramatically. We're already seeing businesses that would have been mid-market companies a decade ago, $5M, $10M, even $20M in revenue, being run by one or two people.

These aren't lifestyle businesses. They're real economic objects, just with an org chart that would have been impossible before.

The squeezed middle

If you're running a $3M business with 12 employees today, you should be paying very close attention. You're in the most dangerous zone in the new distribution.

You have enough complexity to need real coordination structures: middle management, ops processes, formal handoffs, HR. All of that exists because, historically, coordinating 12 people to do $3M of work required it.

Micro-operators with AI leverage are eating into your customer base. They serve niche slices of your market at lower cost because their overhead is near zero.

The new mega-solos are eating your higher-value customers because they offer the responsiveness of a small operation with the capability of a much larger one.

This isn't a prediction that all mid-market businesses will die. Some will adapt by ruthlessly reducing headcount and rebuilding around AI leverage. Some will grow up and out of the valley. But the structural pressure on this middle zone is real, and it's coming from both directions at once.

Why this matters

The framing I'd offer is this: the set of businesses that can exist is a function of coordination cost. When that cost changes, the set changes. AI is changing it in a structural, persistent way. Not as a productivity boost on top of existing businesses, but as a shift in which business shapes are possible at all.

Those are very different questions, and the second one is the one that matters. The smoke rings in the new economy look different. They're smaller and more numerous at one end, larger and stranger at the other, and the comfortable old shapes in the middle are starting to wobble.

Worth knowing which one you're inside of, and which one you could build.