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Amjad Masad x.com
This is cool, but if your output domain is known in advance, why not just train a model to produce logprobs over enums?
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20 September
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korrents.com
Expecting a layoff in advance provides little psychological protection against its effects.Their words
Being mentally prepared didn't provide much protection. The effects of job loss looked remarkably similar.
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Their words
The feedback loops that drive system change are both "highly destabilizing and difficult to predict."
17 September
16 September
14 September
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korrents.com
Domain experts consistently underestimate how quickly AI can master their field and surpass them.Their words
Domain experts consistently underestimate how quickly AI can master their field and surpass them, because they mistake human difficulties for universal difficulty.
Two missing pieces in the AI safety discussionnoahpinion.blog
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korrents.com
Specialized robots will invent techniques in their domain that humans never thought of or could not do.Their words
Basketball robots are likely to invent new basketball moves that humans didn't think of doing, or couldn't do easily.
11 September
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korrents.com
Germany's crisis is too deep to be solved by conventional tax, spending, or regulatory adjustments.Their words
Germany is in trouble. But the trouble goes deep and cannot be addressed by "more of the same" socio-economic measures in the domain of taxes or social spending or regulation.
9 September
8 September
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Their words
At a fundamental level, they’re just hostile to the idea of expertise in any domain, in pretty much every agency where there’s something to know, where there’s technical stuff that you need to know to make good decisions. The people who actually know things, or the people who are willing to speak up about what they know, have been silenced, purged.
6 September
5 September
4 September
From one piece Why Fei-Fei Li Is Betting on Spatial Intelligence 2 beliefs, in the piece's order there
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I think three of us have total conviction about the scaling law. That that I think we do. I do think the exact architecture choices and data mixtures is where the the devils are in the details.
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And I do believe Atlas is a significant step forward because now with every single frame, you have a you can generate an estimate a important piece of information, which is the the view viewpoint, the camera pose. And that is the most critical information one needs about the geometry of the of the space.
3 September
31 August
30 August
24 August
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korrents.com
Planning a day or a week in advance works because it pays the brain's decision cost once rather than dozens of times.Their words
Every decision has a cost in terms as we've seen the brain having to put in invest fuel to make that decision. So if you're having to do that every time you make a decision, that can seem very burdensome. Whereas if you did it once in a big way where you planned it out for the day or the week, maybe the costs in terms of the activation energy required for the brain is much lower for you if you do that.
21 August
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Their words
Because one can measure these things, one can monitor this debt dynamic happening, so it’s easy to see problems approaching. I’ve used this diagnostic process in my investing and I’ve kept it to myself, but I’m now explaining it in detail in How Countries Go Broke: The Big Cycle because it is too important to keep to myself.
18 August
11 August
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Their words
Second, I think ML is a very shallow domain relative to math. So I think in math there's much more of a you find some true deep abstraction um and then like that like if you really understand that thing which is hard to understand then you get somewhere
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Recommendsrcmnd.app
Working Effectively with Legacy CodeTheir words
First, Refactoring, Domain-Driven Design, and the Pragmatic Programmer are all classics for a reason. Amazing books, and mandatory reads. Working Effectively with Legacy Code deserves all its praise, and of course everyone (yes, really) should check out the Mythical Man-Month.
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Recommendsrcmnd.app
The Mythical Man-MonthTheir words
First, Refactoring, Domain-Driven Design, and the Pragmatic Programmer are all classics for a reason. Amazing books, and mandatory reads. Working Effectively with Legacy Code deserves all its praise, and of course everyone (yes, really) should check out the Mythical Man-Month.
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Likedrcmnd.app
Multi-Paradigm Design for C++Their words
Multi-Paradigm Design for C++ by James O. Coplien. Twenty years after reading this, the core techniques are still with me. These are commonality analysis, where the purpose is to identify families of systems, and variability analysis, which focuses on capturing the domain parameters that vary. In essence: the foundation of great software design.
10 August
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Their words
Coding isn't yet another application domain -- it's the meta-skill required for AI to automatically develop its own training material, via symbolic world models. That's how the RSI loop actually kicks off.
1 August
31 July
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Their words
Um in our domain, to answer your last question, because we had to do so much stuff around security and partners and money movement and infrastructure and reliability and you know, all the things. We just we didn't feel like we could scale a really good self-serve experience without getting a lot of the kind of the preconditions um and the infrastructure in place.
30 July
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To be clear, this doesn't mean there will never be bubbles or crashes. There definitely will be. It is just that nobody can predict them.
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I mean I think like if you look at uh my colleagues work on say alpha fold that was a very specific model for uh protein folding and it was highly successful um and was able to really handle that domain quite well so that all of a sudden you now have this amazing tool and model that can give you answers to questions about proteins and their structure um really effectively um but it's not a general model it's a very specific one and there are other I domains where that kind of approach can work really well. Uh maybe in material science or chip design or things like that that uh will enable you to leverage the capabilities of a very accurate but but niche model uh to do things that are hard today.
29 July
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Their words
when you start talking about like most interesting domain problems, you have to pull in so much context that basically even writing what the function is supposed to do becomes a nightmare. The imperative program you write that will get correct 99% of the time is probably good enough to use in almost all cases.
27 July
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Their words
And you don't want to guess what's the instruction that the model needs because you might not predict it correctly. The thing that you want to do is you want to run it.
26 July
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Their words
we realized early on uh that it's not about building a great chip, it's about accelerating an algorithm domain.
19 July
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So, we are hiring more people who can look across all the business domains and abstract that to here's the building blocks we're going to need in a world with AI.
14 July
12 July
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Their words
I believe this represents the most important advance we have yet seen in the science of human aging.
Medicine is Moving From Calendars to Clockserictopol.substack.com
8 July
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We argue that the next leap in AI4Math systems requires a decisive shift from predefined problem-solvers to research agents that can address frontier mathematical challenges with rigorous formal mathematical reasoning.
1 July
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we're accumulating code faster than we're accumulating trust and that sense of trust comes from me struggling to understand some domain concept I get it. I represent it in the code. I have I write tests that demonstrate that I really did understand it. And now I trust my program.
24 June
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Their words
I think like in startups the term is agency. Like somebody who's high agency who's just going to get things done, who's never going to like say no to something. I think like that attitude is really important of like okay, if I don't know something, I'll just learn it.
7 June
27 May
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Their words
If you get your positioning right, the world just keeps handing you wins that you didn't even expect. So like we never predicted this exact scenario but like our fundamental understanding of the position was right. like if if there is a neutral party, all these companies with billions of dollars will kind of use a neutral party to advance their own like company's interests.
26 May
25 May
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Considering every lab wants to "eat the world" the focus on how to work in real-world messy situations seems apt as their primary home.
20 May
15 May
15 April
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the ability for general purpose computing to continue to scale has largely run its course and the only the the not the only way but the the way to do that is through domain specific acceleration
7 April
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Their words
And so you sort of you've you've pursued very similar ideas. It's been very successful in one case and it's been completely and utterly unsuccessful in the other case. And I think I mean a priori, you can't tell which of these is the thing to do. And you actually need to do both.
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So I think for me I take a kind of uh OCD enjoyment in the in the craft. And I need to let go of that. Because that that satisfaction of getting this one function just right just doesn't make a difference anymore.
26 March
20 March
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Their words
And so you're kind of like you're either on rails and you're part of the super intelligence circuits or you're not on rails and you're outside of the verifiable domains and suddenly everything kind of just like meanders.
13 March
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Their words
A companies that have locked up, you know, and and don't have commitment issues, you know, have these 5-year contracts for compute, they've kind of locked in a humongous margin advantage because they've locked in compute for 5 years at a price of what it transacted at 5 years ago or three years ago or two years ago, whatever it is.
11 March
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Their words
The bitter lesson is don't try to be smarter than the AI, okay? You think that you've got special knowledge. The humans bring special domain knowledge to this problem and we're going to teach it something to AI and it will be smarter. What we found was bigger is smarter. Always.
10 March
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Usesaffiliate linkrcmnd.app
iwantmyname.comTheir words
iwantmyname.com - Where I buy all my domain names.
12 February
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Their words
If you get really good at coding that means you have to be really good at general purpose problem solving. So that's a skill, right? And that just maps into other domains.
7 January
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korrents.com
Companies should offer dual career tracks so product managers can advance without becoming people managers.Their words
Companies should embrace multitrack job ladders for product managers who prefer product leadership to people management.
9 December 2025
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korrents.com
Entrepreneurship resembles gambling rather than chess, because the large payoffs cannot be identified in advance.Their words
you don't find entrepreneurs in chess clubs. You find entrepreneurs in casinos. They're playing poker. They're playing bat gam. You know, they're playing games of chance with an occasional very high payoff. And a lot of life is exactly like that, but you don't know where the huge payoff's going to come in advance.
25 November 2025
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Their words
one of the one of the ways in which my thinking has been changing is that I now place more importance on AI being deployed incrementally and in advance.
21 October 2025
From one piece Solving regex crosswords with Z3 2 beliefs, in the piece's order there
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korrents.com
Augmenting a general-purpose solver with domain-specific heuristics commonly gives it a meaningful performance boost.Their words
My sense is that this hybrid is fairly common in practice; solvers aren't magical and if you can deduce additional structure using domain-specific analysis, it will often give the solver an important boost.
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Their words
I suspect the pattern generalizes: If Z3 has first-class support for your problem domain, it's worth starting there!
11 October 2025
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Their words
This is intentional and I believe good AI drivers are experts in their domains and utilize AI as an assistant, not a replacement.
5 October 2025
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Their words
I saw some of the highest performers just being people that had very high agency, had that clock speed, had that energy. Um, yes, they they cared about the mission, but they didn't necessarily need to have deep experience on that matter. And in fact, sometimes that experience could be a crutch in certain ways. Especially in this world where the grounds are shifting so fast with AI, a lot of your like learn habits actually need to be intentionally discarded. You know, you need to have a beginner's mind on this type of stuff.
12 September 2025
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Their words
uh common sense meaning the ability to make inferences about what might happen uh that are reasonable guesses but that do not require you to experience that mistake and learn and learn from it in advance that's tremendously important and that's something that we basically had no idea how to do uh about 5 years ago but now uh you we can actually use LLMs and VLMs ask them questions and they will make reasonable guesses
11 September 2025
9 August 2025
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Their words
People had grown to expect miracles, but GPT-5 is just the latest incremental advance.
14 June 2025
26 May 2025
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korrents.com
The person receiving advice usually knows more about their own situation than the person giving it does.Their words
No matter how much I know about a domain, the other person will always know far more about their own situation, context, beliefs, skills, preferences, etc than I do.
21 April 2025
9 March 2025
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Their words
It's easy to get impressive-looking results if you're comparing against a poorly-tuned baseline, and that observation turns out to explain a surprising fraction of supposed improvements.
3 February 2025
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Their words
But really the software engineering agents I think can be done faster sooner than any other agent because it is a verifiable domain. You can always unit test or compile, and there's many different regions of it can inspect the whole code base at once, which no engineer really can.
20 December 2024
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Their words
AI that exceeds human performance in nearly every cognitive domain is almost certain to be built and deployed in the next few years.
1 October 2024
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Their words
Unfortunately, I see no strong reason to believe AI will preferentially or structurally advance democracy and peace, in the same way that I think it will structurally advance human health and alleviate poverty.
17 September 2024
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Their words
Another challenge for Class II biotechs is that even if you have a nifty computational drug discovery platform, you are still often bottlenecked by the rest of the drug development process. It takes 1,000 (or more!) small steps to advance a drug through discovery, development, and past the regulators.
7 August 2024
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Usesrcmnd.app
GoDaddyTheir words
I use GoDaddy for domain names.
25 April 2024
4 April 2024
26 March 2024
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Their words
Criticism is what happens when someone with domain knowledge who is not trying to earn status by hurting you is able to help you see the world as it is. And those three pieces are the key, right? Because most of the criticism I've gotten in my life has come from people who felt like they would feel better if I felt worse.
16 March 2024
10 January 2024
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Their words
What I discovered by casting a wide net was that I have very little ability to predict how useful a call will be in advance.
23 December 2023
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Their words
Biology is unpredictable, especially when the immune system is involved, and there is no guarantee that a drug that appears safe in animals will be safe in humans.
14 December 2023
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Their words
And I would encourage anybody, if anybody listening to this is an entrepreneur, has a small business, whatever, think about the things that are not going to change over 10 years. And those are probably the big things.
28 October 2023
3 October 2023
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Their words
It seems to me that an attractive robust approach is to have governments pay lots for kids (at no cost or risk to them!) and then let those who respond to these incentives tell us which compromises seem most attractive.
17 March 2022
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korrents.com
How science works can be reasoned about in advance, because the activity has invariants that do not change over time.Their words
If we know the invariants of the problem at hand we can make assertions about the best way to solve that problem now and in the future.
25 January 2022
From one piece Inside the Mind of A Famous Investor | Marc Andreessen 2 beliefs, in the piece's order there
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korrents.com
Almost everything worth doing sits in a probabilistic domain where a perfect score is not available.Their words
in quote-unquote real life, right? Which is starting businesses or you know, writing books, right? Or composing music or playing basketball or playing poker, right? Or basically doing anything interesting we're in a probabilistic domain, right?
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Their words
the reality is the kids that make new things work from scratch. It actually turns out that they actually have been deep in the domain for a long time. Almost every case, they've been thinking hard about the problem that they're trying to solve actually for in in a lot of cases for many years.
7 November 2021
4 May 2021
Nothing matches.
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