Morning Edition · Thursday, October 29, 2026Published at 2:14 AM EDT · New York
The essay separates stopwatch time from a counterfactual ledger, just as Simon Willison reports that Opus 5.5 builds games that are actually fun and a Russian developer channel declares the old software industry finished.

A new paper on arXiv, "Counting the Bandages: On measuring the time that AI saves," compares two ways to measure AI's productivity effect. In the "stopwatch view," time saved is whatever the clock records. In the "ledger view," time saved i…
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Evaluation Design Becomes the Bottleneck
As capability claims outpace the validity of existing tests, benchmark construction turns into a contested research area and a gating input to enterprise procurement, so expect recurring purpose-built evaluations whose design, not whose leaderboard, is the news.
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