Fetching from the wire…
01
02
03
04
05
06
07
08
Public story · 2026-07-31 · high
Schneier's criterion is whether the task builds a skill you'll still need, a point Willison boosted on July 30.
Why now: Willison surfaced Schneier's post on July 30, which is why it's landing in the July 31 coverage now.
Bruce Schneier split AI-delegation tasks into two categories, in a post Simon Willison surfaced on July 30. A task can be one a model handles perfectly. It can still be wrong to hand off, if doing it yourself is what teaches you to catch the model's mistakes later.
Schneier's test asks whether a task's value lives in the artifact it produces, or in the capability doing it builds in you. He calls the second kind a gym task. "The writing assignments I give my students are gym tasks, not work tasks," he wrote in the post. Skip the rep, and the skill it was building never forms.
Most AI-delegation arguments fixate on capability: can the model do this well enough to trust? Schneier's frame sidesteps that fight entirely.
I hand a coding agent the boilerplate and the routine migrations without a second thought. Those are work tasks. The code is the point. I still write the gnarly concurrency logic myself, because that's the rep that keeps me able to tell when the agent's version is wrong.
The rule outlasts the usual capability debate because it doesn't depend on the model staying weaker than you. Even once AI writes better code than you do, the writing is still what builds the judgment to check it. Watch which engineers stop being able to spot bad AI output first. They'll be the ones who delegated their gym tasks.
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source domain / Earlier coverage
Both cover Bruce Schneier, Schneier; reported by the same outlet (schneier.com); earlier Bruce Schneier coverage from 2026-07-26.
Both cover Bruce Schneier, Schneier; reported by the same outlet (schneier.com); earlier Bruce Schneier coverage from 2026-03-07.
Both cover Bruce Schneier, Schneier; reported by the same outlet (schneier.com); earlier Bruce Schneier coverage from 2026-03-04.
Shared entity: Schneier / Same source domain / Earlier coverage
Both cover Schneier; reported by the same outlet (schneier.com); earlier Schneier coverage from 2026-06-02.
Shared entity: Delegate / Shared topic / Earlier coverage
Both cover Delegate; overlapping topics (artifact, delegate); earlier Delegate coverage from 2026-03-16.
Shared entity: Schneier / Same source domain / Earlier coverage
Both cover Schneier; reported by the same outlet (schneier.com); earlier Schneier coverage from 2026-03-10.
Both cover Schneier; reported by the same outlet (schneier.com); earlier Schneier coverage from 2026-03-10.
Both cover Schneier; reported by the same outlet (schneier.com); earlier Schneier coverage from 2026-03-07.