Success in any domain tends to make people to repeat the process that worked before until they run into resource constraints. Classic Malthus said growth runs until it smacks into hard limits.
We can shift the focus up one "meta" level: it’s not just populations hitting food limits, but strategies hitting the limits of the resources they silently assume. As a concept, it sits somewhere between Malthus, Goodhart’s Law, and technical debt - with a dash of evolutionary tragedy for a flavor. Success amplifies a behavior, the behavior scales, and scaling exposes constraints that were irrelevant at smaller sizes. What makes it “meta” is that the constraint isn’t always material. It can be cognitive bandwidth, organizational attention, trust, cultural cohesion, latency in decision-making, or even narrative credibility. Early success trains everyone to ignore those because the payoff curve is still rising.
There’s also a recursive twist. Once people learn this pattern, they start optimizing not just the process, but the process of repeating the process. Playbooks, frameworks, best practices. That meta-optimization accelerates the crash because it removes variation - the very thing that would have discovered the next hill. Biology gives a neat parallel here. Species over-specialize for a niche, dominate it, and then the environment shifts slightly. Generalists survive. Specialists become museum exhibits.
So all of that could be framed as: "Success drives repetition" - "Repetition drives specialization" - "Specialization hides constraints" - "Hidden constraints enforce collapse or stagnation" - "Collapse forces exploration again". That is not a law, but rather a recurring rhythm of civilization as I see it.
The systems that escape this vicious cycle don’t avoid limits. They rotate which limits they’re close to, on purpose, by design. That looks inefficient from the inside and very wise only in hindsight.
More on the topic: https://www.amazon.de/-/en/gp/product/1953953476
We can shift the focus up one "meta" level: it’s not just populations hitting food limits, but strategies hitting the limits of the resources they silently assume. As a concept, it sits somewhere between Malthus, Goodhart’s Law, and technical debt - with a dash of evolutionary tragedy for a flavor. Success amplifies a behavior, the behavior scales, and scaling exposes constraints that were irrelevant at smaller sizes. What makes it “meta” is that the constraint isn’t always material. It can be cognitive bandwidth, organizational attention, trust, cultural cohesion, latency in decision-making, or even narrative credibility. Early success trains everyone to ignore those because the payoff curve is still rising.
There’s also a recursive twist. Once people learn this pattern, they start optimizing not just the process, but the process of repeating the process. Playbooks, frameworks, best practices. That meta-optimization accelerates the crash because it removes variation - the very thing that would have discovered the next hill. Biology gives a neat parallel here. Species over-specialize for a niche, dominate it, and then the environment shifts slightly. Generalists survive. Specialists become museum exhibits.
So all of that could be framed as: "Success drives repetition" - "Repetition drives specialization" - "Specialization hides constraints" - "Hidden constraints enforce collapse or stagnation" - "Collapse forces exploration again". That is not a law, but rather a recurring rhythm of civilization as I see it.
The systems that escape this vicious cycle don’t avoid limits. They rotate which limits they’re close to, on purpose, by design. That looks inefficient from the inside and very wise only in hindsight.
More on the topic: https://www.amazon.de/-/en/gp/product/1953953476