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korrents.com
Safely routing AI tasks to cheaper models requires accumulated observation of many prior task outcomes.Their words
Routing to a cheap model is only safe if you know which tasks it clears, & that knowledge comes from watching ten thousand versions of the same work.
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The the words it uses that this site has seen least often elsewhere. Posts are matched on those words alone — nothing here is a summary of this one.
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17 September
15 September
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Their words
I think we should use this kinds of data to completely turn around Europe's immigration policy: - We should have super easy inflow for immigrants from countries whose previous immigrants have shown low crime rates You're from Japan? Just fly here and you can stay forever - We should then almost completely ban any inflow from countries whose previous immigrants have shown high crime rates with instant deportations
11 September
9 September
2 September
11 August
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Their words
And so there's some like deep underlying properties of the model that are being sort of transferred between model generations because basically you you train your AI on data from the prior generation and keep going.
5 August
16 July
29 June
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Their words
it’s also true that their impact on our output was never as tremendous or as clear-cut as that of prior innovations, such as the steam engine or the power loom, and that integrating them effectively into the workforce took a long time
12 February
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Their words
These corner allocations create a distinct source of cross-market misallocation, separate from the aggregate quantity loss (the Harberger triangle) and from within-market misallocation emphasized in prior work.
5 February
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Their words
Immediately cease trying to perform meaningful work via a chatbot (e.g. ChatGPT, Gemini on the web, etc.). Chatbots have real value and are a daily part of my AI workflow, but their utility in coding is highly limited because you're mostly hoping they come up with the right results based on their prior training, and correcting them involves a human (you) to tell them they're wrong repeatedly.
21 December 2025
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Their words
It had the best opening sentence of any nonfiction book I read this year: "In 2012, 146 million children were born. That was more than in any prior year. It was also more than in any year since. Millions fewer will be born this year. The year 2012 may well turn out to be the year in which the most humans were ever born—ever as in ever for as long as humanity exists." Such a simple and obvious fact but I had not known it before. I had to keep reading.
18 December 2025
25 November 2025
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Their words
What I meant to say is that language math and coding and especially math and coding suggests that whatever it is that makes people good at learning is probably not so much a complicated prior but something more some fundamental thing.
5 October 2025
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Their words
And the third one is like we did a lot of actually PR uh prior to the service going out just to get the word out. Um and you know PR has has its time and place. Uh but I think doing it before you have validation that customers definitely want the thing is quite risky. It can lead to a lot of sunk cost uh once you get it out because you're you're just you know you need to see it through.
26 September 2025
From one piece Richard Sutton – Father of RL thinks LLMs are a dead end 2 beliefs, in the piece's order there
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Their words
We don't we don't really know what information they had prior. We are we have to guess because they've been fed so much. This is one reason why they're not a good way to do science. Uh it's just so uncontrolled, so unknown.
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Their words
So there's no ground truth. You can't have prior knowledge if you don't have ground truth because the prior knowledge is supposed to be a hint or an initial belief about what the truth is.
15 August 2025
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Their words
And the bottleneck prior to what we call the industrial revolution was uh metabolism, right? It's just like how much like oats can a human or a horse physically digest and then convert into useful mechanical output for you know their their um their peasant overlord or whatever.
16 June 2025
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Their words
Shoulder generation (in late summer) of any given year is generally a higher share of global electricity demand than the peak generation (spring) of the year prior.
12 May 2025
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Their words
The technology powering ChatGPT had already launched prior to November 30th, 2022. It was just wrapped in a different interface. Very few people paid attention. Why did ChatGPT explode in popularity? Because of its obvious chat interface, which everyone intuitively already knew how to use it.
22 April 2025
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Recommendsrcmnd.app
Ecosystem Arabia: The Making of a New EconomyTheir words
I have written forewords for Amir in the past on two of his prior books, Ecosystem Arabia: The Making of a New Economy and Venture Adventure: Startup Fundraising Advice from Top Global Investors, both of which I recommend.
20 December 2024
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Their words, before
This "memorize, fetch, apply" paradigm can achieve arbitrary levels of skills at arbitrary tasks given appropriate training data, but it cannot adapt to novelty or pick up new skills on the fly (which is to say that there is no fluid intelligence at play here.)
Their words now
OpenAI's new o3 model represents a significant leap forward in AI's ability to adapt to novel tasks. This is not merely incremental improvement, but a genuine breakthrough, marking a qualitative shift in AI capabilities compared to the prior limitations of LLMs.
31 August 2024
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Their words
What you create doesn’t have to be utterly unlike every prior piece of art in human history to be valuable; the fact that you’re the one who is saying it, the fact that it derives from your unique life experience and arrives at a particular moment in the life of whoever is seeing your work, is what makes it new.
31 August 2023
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Likedaffiliate linkrcmnd.app
Star KingdomTheir words
Buroker is a reliable author of very fluffy mind candy, either science fiction or fantasy. A lot of her output is re-working material from identifiable prior art, without hewing so closely to the canon as to constitute fan fiction.
11 October 2022
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Their words
Prior to this inflection point, productivity growth had increased before, but every time had induced a response of higher population growth rates, eroding any gains in per-person living standards.
28 May 2022
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Mixed onrcmnd.app
13" MacBook Pro 2019Their words
Previous development machine. I was using an Intel-based 13" MacBook Pro prior to this and the difference is night and day. Served well for years before upgrading to the M2 version.
25 January 2022
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Their words
And so all of the people who have achieved positions of power and authority in the world based on prior generations of technology are inherently threatened by new technology because new technology will upend the power and status structures and then a new set of people will, you know, come to the foreground and and take the power.
2 June 2020
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Lovedrcmnd.app
SelmaTheir words
I had taken my kids to see DuVernay's superlative Selma years prior, and I had heard about 13th (and I had recalled my wife saying she wanted to watch it), but it was – like many things – "in the queue."
28 May 2020
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Their words
Here we show that scaling up language models greatly improves task-agnostic, few-shot performance, sometimes even reaching competitiveness with prior state-of-the-art fine-tuning approaches.
15 May 2020
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