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workflow-inversion

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The Economist · 2026-10-20 2026-10-23-w2

AI and scientific paperwork: productivity boon or slop flood

Grants are the version of this problem with no checker at all, which is why the Economist piece matters beside the code stories. A typical application takes about 34 days and succeeds about 20% of the time, so a researcher cutting a day a week to 45 minutes still loses most rounds once rivals do the same. Fabricated citations in 2.5m biomedical papers rose 12-fold to about 0.5%, and ICML submissions doubled to 24,000, with the cost landing on reviewers. Where Postgres has committers and PHP has maintainers, science has reader attention, and no mechanical test to ration it. Triage and digest agents start to look less like conveniences and more like core infrastructure.

The Economist 2026-10-20-3

AI and scientific paperwork: productivity boon or slop flood

Grant writing is the case with no checker at all. A typical application takes about 34 days and succeeds about 20% of the time, so one researcher cutting a day a week to 45 minutes still loses most rounds once rivals do the same. Fabricated citations across 2.5m biomedical papers rose 12-fold to about 0.5%, and ICML submissions doubled to 24,000. The cost lands on reviewers, and effort stops working as a signal of seriousness.

Anthropic Engineering 2026-10-14-3

Redesigning source control at Anthropic

Anthropic's merge queue stopped working once merged changes went from about 2,500 a day in May to over 30,000 in September, so the gate moved to post-merge testing and agent conflict repair. That swaps a process control for a bet on agent competence, and the post doesn't publish failure data to show the bet is safe. Checkout, CI and merge are the next layers to be rebuilt as server-side services, since 25 million daily CI checkouts can't be fetched like a human would.