‘The adjustments no longer reflect a change in responsibility’

‘LinkedIn users are rewriting the past to land their next jobs’

Beth Kowitt at Bloomberg

LinkedIn “has inadvertently become a treasure trove for economists studying the modern labor market,” says Beth Kowitt. New research “has uncovered a problem with treating LinkedIn as a historical record: users keep mucking up the data.” People “have been polishing their resumes for as long as resumes have existed,” but “today when workers rewrite their own career histories, they’re also altering the public record and our understanding of the labor market.” The “result is a kind of arms race.”

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‘Debbie Wasserman Schultz running in a Black district is brought to you by the Supreme Court — and the GOP’

Andra Gillespie at MS NOW

After the Supreme Court “gave Florida Republicans permission to redraw district lines to benefit their party, the biggest news is the decision by Democratic Rep. Debbie Wasserman Schultz, a white woman, to run in the state’s only plurality-Black district,” says Andra Gillespie. Her “candidacy there highlights the tensions between descriptive and substantive representation and the strategic risks that emerge when a large field of candidates run for the same seat.” But “she could still win with a plurality.”

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‘The age of big-spending Republicans is here’

Merrill Matthews at The Hill

It “may be hard for the Gen Z crowd to accept, but there was a time when Republicans in Congress believed in fiscal responsibility — restraining government spending,” says Merrill Matthews. Now “all most Gen Zers have ever known is big-spending Republicans.” The GOP “used to be serious about controlling federal spending, but that was before Trump.” These party members “may soon find voters and the economy demanding they return to their conservative roots.”

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‘What my dad’s generation of engineers can teach the AI industry’

Len Khodorkovsky at Newsweek

“Half of companies rolled out an AI agent that passed internal testing but still failed once real customers began using it,” and the “gap isn’t a failure of engineering. It’s a permanent feature of it,” says Len Khodorkovsky. It’s the “everyday cost of manufacturing at scale.” A “model that aces its benchmarks but fails in the real world is like a tolerance that only looks good on paper,” and “every factory learned a long time ago that reality humbles perfect designs.”


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