George Weale

Software engineer working on agent evaluation and systems

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George Weale

Essay

When a Workflow Starts Depending on a Tool

If a week without the tool leaves work unassigned or projects unmaintainable, the workflow already depends on it.

Two aerial ochre basins, one plain and one reorganized by a network of paths and service points

Agriculture preceded its largest population effects

Farming appeared in the Middle East roughly 11,000 to 12,000 years ago and spread into Europe after about 8,500 years ago. DNA recovered from ancient human remains lets researchers estimate how the frequencies of genetic variants changed over thousands of years. You might expect the strongest biological response around that first transition, when diet and mobility changed and people began living from cultivated plants and domesticated animals.

A recent ancient-DNA study found that many gene versions rose or fell unusually quickly across Europe and western Asia, especially in the last several thousand years. Some versions may have helped people leave more descendants while others became costly. In a conversation with Dwarkesh Patel, geneticist David Reich points to the Bronze Age as a period of intense change. Population density rose, people lived closer to animals, and diseases spread more easily. By then, farming had created a very different environment from the one its first adopters knew.

One example is a version of a gene called TYK2, which rose from rarity to roughly 9 or 10 percent of the population in the region before falling sharply over the last 3,000 years. Today that version is linked to a higher risk of severe tuberculosis, so one possibility is that it helped against an earlier threat and became dangerous when tuberculosis spread. Reich is careful about this explanation, because we do not know the earlier benefit and the tuberculosis connection remains plausible rather than settled.

The study also has to separate natural selection from a simpler explanation: groups carrying different genetic variants may have moved and mixed. The ancient-DNA record does not support a simple model in which one technological change causes one genetic change.

The first cultivated fields did not immediately produce dense settlements, sustained contact with animals, new diets, and thousands of years of exposure. Agriculture preceded the full set of environmental pressures associated with large agricultural populations.

Technology timelines usually start at the first public release, even though the surrounding system may not depend on a tool until much later.

Early electrification retained steam-era layouts

An early factory could replace its steam engine with one large electric motor and leave the rest of the building alone. The motor still turned one long metal shaft, belts still ran from that shaft to every machine, and the factory remained arranged around the old source of power.

The larger gains appeared after individual machines received their own motors. The factory floor could then be arranged in the order that work moved through it. A Federal Reserve Bank of Chicago history uses this example to explain why a widely useful invention can take decades to show its value.

If an AI only rewrites a paragraph, the writing process can remain draft, revise, publish. Giving an agent a software repository changes little if it merely types code someone else has already planned.

When code generation gets cheaper, teams divide work around what can be delegated and spend more time establishing that the output is correct. Review shifts from watching each line get produced to evaluating design choices, tests, and behavior. Editing a private file and publishing it also become separate permission boundaries.

An outage provides a practical test. Remove the tool for a week. If the same workflow continues at lower throughput, the technology is still mostly a substitute. If responsibilities no longer map to the remaining process or some projects cannot be maintained, the organization has restructured around it.