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awesome-o1 — A bibliography and survey of the papers surrounding o1
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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20 September
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Their words
I predict that, over time, the focus will move away from "papers as the final output."
18 September
17 September
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Their words
First, if most of our beliefs are handed to us by the society in which we live, it is vital that our society itself values truth and truth-telling.
Why the story of the Vegetable Lamb was believedtimharford.com
16 September
14 September
11 September
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Their words
Distillation - the process of training on output tokens from another model - is the single most eventful debate around open models in 2026.
10 September
9 September
31 August
27 August
26 August
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Their words
I want to recommend that people read a paper. I'm trying to get more people to just to just read papers because I realized I read a ton of papers.
25 August
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korrents.com
The data-centre backlash is about the buildings themselves, not about what people think of AI.Their words
All this combined with the survey data on Americans’ stated reasons for opposing data centers makes me think that attitudes toward AI are probably a meaningful factor for a minority of people opposed to data centers, but I don’t think the backlash overall is driven by people’s thoughts on AI.
24 August
21 August
4 August
2 August
15 July
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korrents.com
AI-generated junk papers risk overwhelming the hep-th physics field with worthless content.Their words
The result is something completely worthless, but not obviously distinguishable from many other things on hep-th, which is in serious danger of going from something sad and unhealthy to something completely overwhelmed with crud.
14 July
4 July
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korrents.com
The deployment layer surrounding a model is as important as the model's raw intelligence.Their words
the layer between the raw model and the real-world context seems to be as important as the model's raw intelligence
Harness Engineering for Self-Improvementlilianweng.github.io
30 June
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Their words
It becomes insufferable like as a mathematician because you you would basically be like I'm every single time I see one of these I kind of don't know if it's worth my time even if 99 out of 100 of them are right.
21 June
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korrents.com
The surrounding system framework and scaffolding matter more for AI agent capability than the underlying model.Their words
The experiments showed that the system framework matters far more than the underlying model.
9 June
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Their words
One, you're surrounding yourself by failing states. You can look at Russia and China and they're surrounded by some of the most dysfunctional places on the planet and you go, "Gee whiz, are they unlucky or they complicit?"
6 June
26 May
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Their words
audit independence is not a property of the model. It is a property of the system around the model.
3 May
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Their words
Like picking up trash where you walk, even if the rest of the world is full of litter. You keep doing what you can to make things better.
7 April
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Their words
and I don't think it's possible for one person to understand everything in depth. Lots of people understand broadly a lot of these ideas but they don't understand sort of everything in in the depth that is actually utilized. That's why there's these, you know, papers with with well over a thousand authors.
2 April
28 March
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korrents.com
A statistically significant change is not the same as an important one, and survey data cannot tell you which it is.Their words
Whether that decline matters is a different question — and one the data alone can’t answer.
America Got a Little More Religious. No, Really.graphsaboutreligion.com
20 March
From one piece Terence Tao – How the world’s top mathematician uses AI 2 beliefs, in the piece's order there
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Their words
Um I think with within a decade, a lot of things that mathematicians currently do um we we spend a lot of the bulk of our time doing and a lot of stuff we put in our papers today can be done by AI. Um but we will find that that actually wasn't the most important part of what we do.
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Their words
Uh yeah, so it's it's made papers sort of richer and broader, but not necessarily deeper.
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Their words
But okay, they shouldn't actually be enacting these ideas. There is a queue of ideas and there's maybe an automated scientist that comes up with ideas based on all the archive papers and GitHub repos and it funnels ideas in or researchers can contribute ideas, but it's a single queue and there is workers that pull items and they try them out.
5 February
24 January
30 December 2025
29 November 2025
3 November 2025
1 November 2025
13 October 2025
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Their words
Over the past few decades, journal editors and peer-reviewers have increasingly insisted that papers must present large datasets that have been treated using complex statistical methods in order to make even the mildest claims about what caused what.
10 October 2025
25 September 2025
18 September 2025
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Their words
none of the imagined deficiencies in your situation are more limiting than your attitude.
4 September 2025
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korrents.com
The papers claiming Spinosaurus was a diver or a strong swimmer rest on very weak evidence at best.Their words
So Spinosaurus is a super weird and exaggerated version of what was already a kind of super weird group of theropods. So Spinosaurus is properly strange. And then, as you kind of hinted at, super controversial as well, because various papers have claimed it's a diver or a really good swimmer, and I think the evidence for that is very weak at best.
2 September 2025
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Their words
It's like something around 10% give or take three or four percent of people depending on the survey are using this say they're using this every day. Another sort of 15 to 20% of people say they're using it every week.
27 August 2025
9 August 2025
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Their words
One of my favorite papers about prompt injection is Design Patterns for Securing LLM Agents against Prompt Injections
14 June 2025
From one piece Terence Tao: Hardest Problems in Mathematics, Physics & the Future of AI | Lex Fridman Podcast #472 2 beliefs, in the piece's order there
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Their words
There are certainly math results which could only have been accomplished because there was a human authentication and an AI involved, but it's hard to disentangle credit. I mean, these tools, they do not replicate all the skills needed to do mathematics, but they can replicate some non-trivial percentage of them, 30, 40%, so they can fill in gaps.
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Their words
And that's a phase shift, because suddenly it makes sense when you write a paper to write it in Lean first, or through a conversation with AI, which is generally on the fly with you, and it becomes natural for journals to accept.
10 June 2025
7 June 2025
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Their words
Worse, as the latest Apple papers shows, LLMs may well work on your easy test set (like Hanoi with 4 discs) and seduce you into thinking it has built a proper, generalizable solution when it does not.
23 May 2025
5 May 2025
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Their words
I don’t think anyone really believes that at the event horizon you’ll find a firewall. But it did lead to things like the entangled wormholes embroidering a black hole, which was born out of an attempt to address the concerns that AMPS raised. So it did lead to progress.
4 April 2025
23 March 2025
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Their words
The key thing is, and this applies to any survey methodology, if you're going to change the method of surveying, all of your old numbers are invalidated. So, it's just a new baseline going forwards.
5 February 2025
11 January 2025
7 January 2025
24 November 2024
6 November 2024
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Lovedrcmnd.app
CiteSeerTheir words
Online library of research papers.
19 August 2024
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Lovedrcmnd.app
From Counterculture to CybercultureTheir words
From Counterculture to Cyberculture -- Stewart Brand and his surrounding milieu.
18 July 2024
5 June 2024
19 December 2023
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Lovedrcmnd.app
PsychTheir words
Despite having read a few bookshelves worth of academic psychology texts, I enjoyed Yale professor Paul Bloom's survey of the field. Because understanding psychology cannot be divorced from understanding its history, I enjoyed Bloom's birds-eye view of the field from the past to the present day.
31 October 2023
11 April 2023
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Their words
Reviewers are less likely to greenlight papers and grants if they’re novel, risky, or interdisciplinary.
9 March 2023
13 December 2022
From one piece The rise and fall of peer review 2 beliefs, in the piece's order there
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Their words
Scientists have run studies where they deliberately add errors to papers, send them out to reviewers, and simply count how many errors the reviewers catch. Reviewers are pretty awful at this.
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In fact, we’ve got knock-down, real-world data that peer review doesn’t work: fraudulent papers get published all the time.
7 December 2022
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Their words
It terrifies me, because these data repositories are not only a risk to individual user privacy, they’re effectively a surveillance super-weapon.
Why encrypted backup is so importantblog.cryptographyengineering.com
13 September 2022
3 December 2021
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Likedrcmnd.app
Future EthicsTheir words
Bowles' 2018 book provides a useful survey of the various problems tackled by this nascent field, and the frameworks that have emerged to tackle them.
12 September 2021
11 July 2021
20 January 2021
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korrents.com
Pre-grant peer review predicts which research will have impact substantially better than chance does.Their words
I have reviewed before the effectiveness of peer review at figuring out "what's good" in the context of grant awards, finding that peer review as currently practiced does substantially better than chance at predicting future impact, especially for the most impactful of the papers; but at the same time is is far from perfect, leaving plenty of variance unexplained.
13 September 2020
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Usesrcmnd.app
Adobe Acrobat ReaderTheir words
To read papers, I use Adobe Acrobat Reader and sync them in the cloud. This lets me read, highlight, and sync my papers across devices (work laptop, personal laptop, iPad). Instapaper does the same for online articles.
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Usesrcmnd.app
InstapaperTheir words
To read papers, I use Adobe Acrobat Reader and sync them in the cloud. This lets me read, highlight, and sync my papers across devices (work laptop, personal laptop, iPad). Instapaper does the same for online articles.
30 June 2020
10 June 2019
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Recommendsrcmnd.app
Eat Stop EatTheir words
I read Brad Pilon’s Eat Stop Eat which gives a comprehensive survey of the research around IF. It’s my go-to rec for people interested in the topic.
30 June 2018
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Recommendstheir ownrcmnd.app
World Atlas of WineTheir words
The World Atlas of Wine has unrivalled maps. Hugh did a fantastic job, the real spadework, of getting some top quality maps of the world's classic wine regions and many of the new ones. The original editions had Hugh's matchless prose, trying to encapsulate the spirit of each region in surrounding texts, but the maps are the thing, and some photographs.
5 June 2018
Nothing matches.
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