For many years, we knew that 1-on-1 tutoring was the most powerful educational intervention you could do. But we couldn't scale it.
— Noah Smith đ (@Noahpinion) June 6, 2025
Now, with AI, we finally can. Great things are ahead. https://t.co/HmZaNZJO5u
Author: Andrew
-
For Some Recent Graduates, the A.I. Job Apocalypse May Already Be Here
âThere are signs that entry-level positions are being displaced by artificial intelligence at higher rates,â the firm wrote in a recent report.
And
One tech executive recently told me his company had stopped hiring anything below an L5 software engineer â a midlevel title typically given to programmers with three to seven years of experience â because lower-level tasks could now be done by A.I. coding tools. Another told me that his start-up now employed a single data scientist to do the kinds of tasks that required a team of 75 people at his previous company.
For companies, the idea of replacing people with cheap tools is certainly appealing, particularly in a time of economic uincertainty.
âThis is something Iâm hearing about left and right,â said Molly Kinder, a fellow at the Brookings Institution, a public policy think tank, who studies the impact of A.I. on workers. âEmployers are saying, âThese tools are so good that I no longer need marketing analysts, finance analysts and research assistants.ââ
I wonder, though, if companies stop hiring entry-level employees, what happens to the talent pipeline? How do you get L5 (and higher) employees if you’re not hiring and developing younger employees?
https://www.nytimes.com/2025/05/30/technology/ai-jobs-college-graduates.html
-
Sam Altman and Sridhar Ramaswamy Say the Quiet Part Out Loud About Enterprise AI
Altmanâs blunt advice? Stop hesitating. âThe companies that have the quickest iteration speed and make the cost of making mistakes lowâthose are the ones that win.â Ramaswamy agreed, adding that curiosity, not caution, is the more valuable trait right now. âA lot of what we assumed about how things work just doesnât hold anymore,â he said.
And
It’s a response that reveals how seriously they take the possibility of AI-driven scientific discovery. Both leaders expect next year will mark another inflection point where companies can assign their most critical problems to AI systems with massive computational resources.
-
Is AI Stealing Jobs? This Hiring Analyst Says Yes
âLooking at three yearsâ worth of job listings, Munyikwa found that the share of listings that include job duties that AI can do has already slipped by 19 percent. Deeper analysis, Business Insider reported, showed the sharp fall in certain types of job listings means companies are hiring fewer people for roles AI can do instead.â
https://www.inc.com/kit-eaton/is-ai-stealing-jobs-this-hiring-analyst-says-yes/91197705
-
Democrats set out to study young men. Here are their findings.
The prospectus for the two-year project, Speaking with American Men, was reviewed by the New York Times:
The prospectus for one new $20 million effort, obtained by The Times, aims to reverse the erosion of Democratic support among young men, especially online. It is code-named SAM â short for âSpeaking with American Men: A Strategic Planâ â and promises investment to âstudy the syntax, language and content that gains attention and virality in these spaces.â It recommends buying advertisements in video games, among other things.
Cofounder of the project, Ilyse Hogue, talked about the importance of listening and using “language that young men are speaking.” From Politico:
Hogue said part of SAMâs mission âsuper charg[ing] social listeningâ and progressive influencers on Discord, Twitch and other platforms in their fundraising proposal. Theyâre urging Democratic candidates to use non-traditional digital advertising, especially on YouTube, in-game digital ads and sports and gaming podcasts.
âDemocrats canât win these folks over if theyâre not speaking the language that young men are speaking,â Hogue said. âMost people I talked to, Democratic operatives, have never heard of Red Pill Fitness, which is just huge online.â
Language and advertising are important, for sure, but it’s hard to believe that these tactics alone would stem the tide.
-
Differences in link hallucination and source comprehension across different large language models
Mike Caulfield explores the problem of hallucinated links:
If I am being harsh here itâs because we constantly hear â based on ridiculously dumb benchmarks â that all these models are performing at âgraduate levelâ of one sort or another. They are not, at least out of the box like this. Imagine giving a medical school student this question, and they say â yes the thing that says in the actual conclusion that the lack of sustained differences is probably due to people stopping their medication is proof that medication doesnât work (scroll to bottom of this screenshot to see). Never mind that in the results it states quite clearly that all groups saw improvement over baseline.
https://mikecaulfield.substack.com/p/differences-in-link-hallucination