Over the past two decades, Google has hosted two different internal platforms for predictions. Why did the first one fail — and will the other endure?

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Aidan Toner-Rodgers† MIT November 6, 2024 This paper studies the impact of artificial intelligence on innovation, exploiting the randomized introduction of a new materials discovery technology to 1,018 scientists in the R&D lab of a large U.S. firm. AI-assisted researchers discover 44% more materials, resulting in a 39% increase in patent filings and a 17% rise in downstream product in- novation. These compounds possess more novel chemical structures and lead to more radical inventions. However, the technology has strikingly disparate effects across the productivity distribution: while the bottom third of scientists see little benefit, the output of top researchers nearly doubles. Investigating the mechanisms behind these results, I show that AI automates 57% of “idea-generation” tasks, reallocating researchers to the new task of evaluating model-produced candidate materials. Top scientists leverage their domain knowledge to prioritize promising AI suggestions, while others waste significant resources testing false positives. Together, these findings demonstrate the potential of AI-augmented research and highlight the complemen- tarity between algorithms and expertise in the innovative process. Survey evidence reveals that these gains come at a cost, however, as 82% of scientists report reduced satisfaction with their work due to decreased creativity and skill underutilization.

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For 27 years, I took photographs as I waved good-bye and drove away from visiting my parents at their home in Sioux City, Iowa. I started in 1991 with a quick snapshot, and I continued taking photographs with each departure. I never set out to make this series. I just took these photographs as a way to deal with the sadness of leaving. It gradually turned into our good-bye ritual. And it seemed natural to keep the camera busy, because I had been taking pictures every day while I was ...

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from Daring Fireball John Geleynse, Apple’s longtime head of developer evangelism, on LinkedIn: Doing anything for 25 years is a pretty big deal. Being a part of Apple for 25 years has been the privilege and experience of a lifetime. My last day at Apple was exactly a week ago today. I’d always dreamed of being a part of Apple but never imagined it would be a reality. The most productive and exciting years of my career have been with Apple, and I’ll be forever grateful for the opportunity to meet and work with thousands of creative and passionate developers, designers, and students worldwide. [...] There are no words to describe how grateful I am for the opportunity to work side-by-side with so many great people at Apple. Apple is an immensely special place — far greater than the sum of its parts. Together, we did a lot. I heard about Geleynse’s retirement through the grapevine a month or two ago. I was hoping he’d post something like this publicly, so I could link to it. It’s a lovely departing message. Turns out, in all the years I’ve been writing here, I’ve only mentioned Geleynse by name twice, and both times I was quoting what someone else had written. And those two posts were from 2007 and 2008 — a while ago, to say the least. That’s a shame, dare I say negligent on my part. In third-party developer circles, everyone knows John Geleynse. Most prominently, his role as co-host (with Shaan Pruden) and I think effectively co-chief of the Apple Design Awards. But the ADAs are a once-per-year award show. Year-round, year after year, platform after platform, Geleynse has been shaping, guiding, and defining what it means to be a third-party developer for Apple platforms. The point of winning an ADA isn’t to win an ADA; it’s to reward making a great app that moves the state of the art forward. That’s what Geleynse spent his career trying to do. He’s just incredibly well-liked and well-respected. But, like a typical “bleed six colors” Apple employee, I think Geleynse going all these years operating mostly behind the scenes, with his own name out of the story, taking no personal credit, is just the way he wanted it. He’s going to be missed, dearly — both inside Apple, and out.  ★ 

- [ ] In a small bowl, stir together 1 tablespoon butter, the brown sugar and gochujang until smooth. Set aside for later, at room temperature. via Pocket

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I’ve had a lot of conversations since Tuesday revolving around the question of why Donald Trump won. The economy and inflation. Kamala Harris didn’t do this or that. Sexism and racism. The border. That trans-inmate ad that ran a jillion times. And so on. via Pocket

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Don't panic! Here's how to tactfully answer salary expectations questions without costing yourself a ton of money (updated for 2020)

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OpenCoder is an open and reproducible code LLM family which matches the performance of Top-Tier Code LLM. We provide not just the final models, but also the reproducible training data, the complete data processing pipeline, rigorous experimental ablation results, and detailed training protocols for open scientific research.

President-elect Donald Trump has promised to deport millions of undocumented immigrants. He’s vowed to jail his political foes and journalists. A Republican-controlled government could further restrict abortion and transgender rights. via Pocket

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THE design for the final commercial tower in Parramatta Square has been released — showcasing the 16-storey, 35,000sq m office tower in the heart of Western Sydney.

A western Sydney teenager has painted a portrait of former Parramatta lord mayor Paul Garrard that has been entered into the Archibald Prize

EXCLUSIVE: A site for a new aquatic centre to replace the old Parramatta pool has been selected and the spot was once used for another popular sport and active past time.

SYDNEY’s oldest cemetery was left to perish but now St John’s Cemetery in Parramatta will get a new lease on life.

She has already showcased her designs at New York Fashion Week, in London and Istanbul.