The geological metaphor is precise. A sedimentary formation is not assembled; it accumulates. Each stratum is so thin it would be imperceptible alone. Only after thousands of strata have settled does the accumulated weight become the foundation that everything else stands on. Expertise in any demanding domain has this structure: not a single moment of insight but a gradual, almost imperceptible layering, each day's work adding a sliver that compounds only in the long run.
The layers matter most at the moments of judgment that determine whether a career produces value or merely volume. The senior developer who feels that a proposed architecture will break under load cannot always explain why; her intuition is the surface expression of thousands of strata she laid down through struggle. A junior practitioner, no matter how intelligent, cannot access that intuition because the deposits have not yet accumulated. No shortcut exists.
AI's threat to geological understanding is not that it produces bad code or shallow prose. Often it produces excellent output. The threat is that it bypasses the deposition — allowing practitioners to produce excellent output without undergoing the friction that would have laid down the strata. The first year of AI-augmented work is indistinguishable from the first year of traditionally-engaged work by output alone. The difference shows up decades later, when the practitioner who relied on AI lacks the ground that the practitioner who engaged with friction built.
This is why Borgmann's focal practices matter urgently for AI-era work. They are the specific means by which geological deposition continues to occur within an environment whose default is to eliminate it. A few hours a week of hearth-mode engagement sustains the deposition. The layers remain thin. But thin layers, sustained, compound.
The metaphor was introduced by Edo Segal in You On AI to name the specific form of understanding that AI-mediated work risks eliminating. Borgmann's framework, applied retrospectively, identifies geological understanding as one of the internal goods of focal practice — available only to those who submit to the practice's demands over sustained time.
Accumulates through friction, not instruction. No amount of reading or observation produces geological understanding; only direct engagement with resistance does.
Invisible at every timescale except the longest. Day-to-day and week-to-week, no deposition is measurable; the layers reveal themselves only in aggregate, over years.
Manifests as intuition. The felt sense that something is wrong, before articulation, is geological understanding in operation.
Cannot be transmitted. Documentation, mentorship, and instruction can point toward it but cannot substitute for the engagement that produces it.
Atrophies through disuse. Layers already deposited remain, but new deposition ceases when the practitioner delegates the friction to the device.