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YouTube link In this episode, I talk with Peter Salib about his paper “AI Rights for Human Safety”, arguing that giving AIs the right to contract, hold property, and sue people will reduce the risk of their trying to attack humanity and take over. He also tells me how law reviews work, in the face of my incredulity. ...
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<p>I have an Enthusiastic Layperson's Moderate Obsession (yes, it's an ELMO) with what may be the most consequential lunchtime question in scientific history.</p><p>In 1950, physicist Enrico Fermi was having lunch with colleagues at Los Alamos when the conversation turned to UFOs and the possibility of extraterrestrial...
I have an Enthusiastic Layperson's Moderate Obsession (yes, it's an ELMO) with what may be the most consequential lunchtime question in scientific history. In 1950, physicist Enrico Fermi was having lunch with colleagues at Los Alamos when the conversation turned to UFOs and the possibility of extraterrestrial life. T...
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<p><i><strong>TL;DR</strong>: Whether </i><a href="https://nickbostrom.com/papers/anthropicshadow.pdf"><i>Ćirković et al.'s Anthropic Shadow</i></a><i> is philosophically legitimate or not, it contains a totally relevant intuition for profiting off prediction markets: <strong>if you're dead when the taxman comes, it do...
TL;DR: Whether Ćirković et al.'s Anthropic Shadow is philosophically legitimate or not, it contains a totally relevant intuition for profiting off prediction markets: if you're dead when the taxman comes, it doesn't matter how much you owe. As such, there's either an opportunity to make money by betting against x-risk-...
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<p>I consider myself a utilitarian, but basically don't agree with them about anything. That's because I understand that joy is largely relative. It's <strong>radically</strong>, but quietly warped my morals over the years.</p><p>We know that people adapt to pain and pleasure. We know that context means everything. Wha...
I consider myself a utilitarian, but basically don't agree with them about anything. That's because I understand that joy is largely relative. It's radically, but quietly warped my morals over the years. We know that people adapt to pain and pleasure. We know that context means everything. What does it do to a system ...
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<h2><strong>Reproduction, Extension &amp; Mitigations&nbsp;</strong></h2><p>Authors:&nbsp;<i>Elizaveta Tennant, Jasper Timm, Kevin Wei, David Quarel&nbsp;</i></p><p>In this project, we set out to explore the generality of Emergent Misalignment (via a replication and some extensions) and how easy it is to mitigate. This...
Reproduction, Extension & Mitigations  Authors: Elizaveta Tennant, Jasper Timm, Kevin Wei, David Quarel  In this project, we set out to explore the generality of Emergent Misalignment (via a replication and some extensions) and how easy it is to mitigate. This project was conducted during the capstone week at ARENA (A...
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<p><i>Special thanks to Anders Sandberg for help in developing the core idea of this story, Remmelt for editorial feedback, and to Forrest Landry for identifying the underlying ideas.</i></p><p><br><strong>The Mission</strong></p><p>You have been tasked with a feasibility and safety analysis for "Project Moonbeam", a p...
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<p><strong>Acknowledgments:</strong> The core scheme here was suggested by Prof. Gabriel Weil.</p><p>There has been growing interest in the dealmaking agenda: humans make deals with AIs (misaligned but lacking decisive strategic advantage) where they promise to be safe and useful for some fixed term (e.g. 2026-2028) an...
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Join Us for the Memory Decoding Journal Club!  A collaboration of the Carboncopies Foundation and BPF Aspirational Neuroscience This time, we’re diving into a groundbreaking paper: "Systems consolidation reorganizes hippocampal engram circuitry" Authors: Sangyoon Y. Ko, Yiming Rong, Adam I. Ramsaran, Xiaoyu Chen, Asi...
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<h1>Summary</h1><p>We’d like to share our ongoing work on improving LLM unlearning. [<a href="https://arxiv.org/abs/2506.12484"><u>arXiv</u></a>] [<a href="https://github.com/filyp/MUDMAN"><u>github</u></a>]</p><p>There’s a myriad of approaches for unlearning, so over the past 8 months we conducted hundreds of small-sc...
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In honor of the latest (always deeply, deeply unpopular) attempts to destroy tracking and gifted and talented programs, and other attempts to get children to actually learn things, I thought it a good time to compile a number of related items. <h4>Table of Contents</h4> <ol> <li><a href="https://thezvi.substack.co...
In honor of the latest (always deeply, deeply unpopular) attempts to destroy tracking and gifted and talented programs, and other attempts to get children to actually learn things, I thought it a good time to compile a number of related items. TABLE OF CONTENTS 1. Lack Of Tracking Hurts Actual Everyone. 2. Not Tr...
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<p>My name is Mikhail Samin (diminutive Misha, @<a href="https://twitter.com/Mihonarium">Mihonarium</a> on Twitter, @<a href="https://t.me/misha">misha</a> on Telegram).&nbsp;</p><p>Humanity's future can be enormous and awesome; losing it would mean our lightcone (and maybe the universe) losing most of its potential va...
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<p>(A response to <a href="https://www.lesswrong.com/posts/vqzarZEczxiFdLE39/futarchy-s-fundamental-flaw">this post</a>.)</p><p>If you use prediction markets to make decisions, you might think they’ll generate EDT decisions: you’re asking for P(A|B), where you care about A, and B is something like “a decision … is take...
(A response to this post.) If you use prediction markets to make decisions, you might think they’ll generate EDT decisions: you’re asking for P(A|B), where you care about A, and B is something like “a decision … is taken”. Okay, so say you want to use prediction markets to generate CDT decisions. You want to know P(A...
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<p><span> People often think 'affordable' housing is much more expensive than it actually is, and then conclude it's a scam to make housing for rich people. But this is often based on a misunderstanding of how the prices are set. </span> </p><p> Let's say a unit is "50% AMI" somewhere with an area median income (A...
People often think 'affordable' housing is much more expensive than it actually is, and then conclude it's a scam to make housing for rich people. But this is often based on a misunderstanding of how the prices are set. Let's say a unit is "50% AMI" somewhere with an area median income (AMI) of $100k. You might think,...
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<p>I think more people should say what they actually believe about AI dangers, loudly and often. Even (and perhaps especially) if you work in AI policy.</p><p>I’ve been beating this drum for a few years now. I have a whole spiel about how your conversation-partner will react very differently if you share your concerns ...
I think more people should say what they actually believe about AI dangers, loudly and often. Even (and perhaps especially) if you work in AI policy. I’ve been beating this drum for a few years now. I have a whole spiel about how your conversation-partner will react very differently if you share your concerns while fe...
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<p>The AI Futures Project, the team behind&nbsp;<a href="https://ai-2027.com/"><u>AI 2027</u></a>, has developed a&nbsp;<a href="https://ai-2027.com/about?tab=tabletop-exercise#tab-box-tabletop-exercise"><u>tabletop exercise</u></a> (TTX) to simulate AI takeoff where we facilitate people going through an AI 2027-like s...
The AI Futures Project, the team behind AI 2027, has developed a tabletop exercise (TTX) to simulate AI takeoff where we facilitate people going through an AI 2027-like scenario with different people taking different roles, like POTUS, China, or the frontier AI company CEO. Reviews have been positive and people have fo...
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<figure class="image image_resized" style="width:50.11%"><img src="https://res.cloudinary.com/lesswrong-2-0/image/upload/f_auto,q_auto/v1/mirroredImages/QXqNtFGm282wYur3a/juptyihbtleeypzfs59q" srcset="https://res.cloudinary.com/lesswrong-2-0/image/upload/f_auto,q_auto/v1/mirroredImages/QXqNtFGm282wYur3a/jnvprmaps2mhahx...
Quick quiz: which of the following is the definition of a rational agent? 1. An agent who follows the policy with the highest expected utility 2. An agent who follows the policy of choosing the action with the highest expected utility Are those even different things? In the case of unbounded rationality, it is a bi...
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elifland
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<p><a href="https://www.elilifland.com/.">https://www.elilifland.com/.</a> You can give me anonymous feedback <a href="https://forms.gle/n1jdAYUTrRS1m94Y8">here</a>. I often change my mind and don't necessarily endorse past writings.</p>
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<p><i>I originally wrote this just for myself but thought I'd share it in case others find it useful. Sharing rough notes in the spirit of not letting perfect be the enemy of the good. This was written in early May 2025.</i></p><p>In this post I collect evidence and forecasts regarding recent and future trends in softw...
I originally wrote this just for myself but thought I'd share it in case others find it useful. Sharing rough notes in the spirit of not letting perfect be the enemy of the good. This was written in early May 2025. In this post I collect evidence and forecasts regarding recent and future trends in software and compute...
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<p>I often hear people say consciousness is a phenomenon that urgently needs deeper understanding. Yet the word <i>consciousness</i> is a major source of the confusion. I'm trying to replace it with clearer words in my conversations.</p><p>Often, in both mainstream &amp; rationalist contexts, i encounter people with th...
I often hear people say consciousness is a phenomenon that urgently needs deeper understanding. Yet the word consciousness is a major source of the confusion. I'm trying to replace it with clearer words in my conversations. Often, in both mainstream & rationalist contexts, i encounter people with these different defin...
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2018-10-26T19:49:00.287Z
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<p>There will be a AIxFM conference in the Bay Area Q4, according to a little birdie.</p><h1><a href="https://github.com/morph-labs/lean-abc-true-almost-always">Morph ships big autoformalization result in 3599 lines of Lean</a></h1><p>They have human decomposition in the latex/lean blueprint, into 67 lemmas with human ...
There will be a AIxFM conference in the Bay Area Q4, according to a little birdie. Morph ships big autoformalization result in 3599 lines of Lean They have human decomposition in the latex/lean blueprint, into 67 lemmas with human spotchecking. Still, I’m impressed with their system (called Trinity). I’d like to kno...
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Even if we get ultra-capable frontier models, we’ll need lots of GPUs to run them at scale. Currently, our installed GPU stock isn’t enough to automate the white-collar workforce or cause extinction. We need more!   Tyler Cowen thinks we should predict AI progress using asset prices. He’s usually thinking about inter...
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<p>It's hard to imagine doing web research without using LLMs. Chatbots may be the first thing you turn to for questions like: What are the companies currently working on nuclear fusion and who invested in them? What is the performance gap between open and closed-weight models on the MMLU benchmark? Is there really a T...
It's hard to imagine doing web research without using LLMs. Chatbots may be the first thing you turn to for questions like: What are the companies currently working on nuclear fusion and who invested in them? What is the performance gap between open and closed-weight models on the MMLU benchmark? Is there really a Tesl...
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<p>Hey all — I just submitted my Master’s thesis, and would really appreciate feedback from people thinking about <strong>non-task value alignment</strong> or <strong>LLM transparency metrics</strong>.</p><p>I explored whether Reinforcement Learning from Human Feedback (RLHF), using a constitutional rubric, could align...
Hey all — I just submitted my Master’s thesis, and would really appreciate feedback from people thinking about non-task value alignment or LLM transparency metrics. I explored whether Reinforcement Learning from Human Feedback (RLHF), using a constitutional rubric, could align a language model with transparency as a c...
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<p>Claim: if moral realism is true, then the Orthogonality Thesis is false, and superintelligent agents are very likely to be moral.</p><p><i>I'm arguing against&nbsp;</i><a href="https://www.lesswrong.com/posts/AJ3aP8iWxr6NaKi6j/arguing-orthogonality-published-form"><i>Armstrong's version of Orthogonality</i></a><span...
Claim: if moral realism is true, then the Orthogonality Thesis is false, and superintelligent agents are very likely to be moral. I'm arguing against Armstrong's version of Orthogonality[1]: > The fact of being of high intelligence provides extremely little constraint on what final goals an agent could have (as long ...
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<h3>Progress</h3><blockquote><p><i>“Acquisition, acquisition, acquisition, merger! Until there was only one business left in every field.”</i></p><p>― Vincent H. O'Neil</p></blockquote><p>&nbsp;</p><p>Human progress is mapped in dozens of different metrics: <a href="https://ourworldindata.org/food-supply">food supply</...
Progress > “Acquisition, acquisition, acquisition, merger! Until there was only one business left in every field.” > > ― Vincent H. O'Neil   Human progress is mapped in dozens of different metrics: food supply, gross domestic product, computational power. As civilization has developed, many of these metrics have tre...
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<p>Monism, in its most basic form, is the belief that the world is comprised of a single substance. I believe there to be a genuine way to prove this, regardless of whether or not you understand what this 'single substance' might be at root. We can go from logic, to monism, and then we can make some assumptions about t...
Monism, in its most basic form, is the belief that the world is comprised of a single substance. I believe there to be a genuine way to prove this, regardless of whether or not you understand what this 'single substance' might be at root. We can go from logic, to monism, and then we can make some assumptions about the ...
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<p>If you are Meta, and you want to attract top AI talent, you have a problem, because no one wants to work for you or on your products. So it is going to cost you. Mark Zuckerberg has decided he will pay what it takes to get at least some very good talent.</p><p>If you are the rest of us, especially someone seeking an...
If you are Meta, and you want to attract top AI talent, you have a problem, because no one wants to work for you or on your products. So it is going to cost you. Mark Zuckerberg has decided he will pay what it takes to get at least some very good talent. If you are the rest of us, especially someone seeking an entry-l...
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<p>(Note: This is NOT being posted on my Substack or Wordpress, but I do want a record of it that is timestamped and accessible for various reasons, so I'm putting this here, but do not in any way feel like you need to read it unless it sounds like fun to you.)</p><p>We all deserve some fun. This is some of mine.</p><p...
(Note: This is NOT being posted on my Substack or Wordpress, but I do want a record of it that is timestamped and accessible for various reasons, so I'm putting this here, but do not in any way feel like you need to read it unless it sounds like fun to you.) We all deserve some fun. This is some of mine. I will alway...
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2022-04-29T08:23:07.288Z
Geoffrey Irving
Geoffrey Irving
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<p>Chief Scientist at the UK AI Safety Institute (AISI). Previously, DeepMind, OpenAI, Google Brain, etc.</p>
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<p><strong>Summary:</strong> This post highlights the need for results in AI safety, such as debate or scalable oversight, to 'relativise', i.e. for the result to hold even when all parties are given access to a black box 'oracle' (the oracle might be a powerful problem solver, a random function, or a model of arbitrar...
Summary: This post highlights the need for results in AI safety, such as debate or scalable oversight, to 'relativise', i.e. for the result to hold even when all parties are given access to a black box 'oracle' (the oracle might be a powerful problem solver, a random function, or a model of arbitrary human preferences)...
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2025-05-28T18:26:43.705Z
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<p>Researcher-Operator currently on garden leave. Formerly: Two Sigma (Quant Research + Mgmt) / OnDeck (Data science in lending) / BlackRock (Bond desk quant). I hope my thinking can be helpful to you!</p><p>My Substack: <a href="https://jordanmrubin.substack.com">https://jordanmrubin.substack.com</a></p><p>My LinkedIn...
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<p>Proverbs are pocket‑sized IF‑statements: folk pseudocode that ships the trigger but hides the ELSE.</p><p>To find alpha: treat the proverb as <i>true</i>, then ask what happens in the missing branch.</p><hr><h2>1 RECIPROCITY</h2><p>The sayings in this bucket assume social payoffs are maximized when inputs and output...
Proverbs are pocket‑sized IF‑statements: folk pseudocode that ships the trigger but hides the ELSE. To find alpha: treat the proverb as true, then ask what happens in the missing branch. ---------------------------------------- 1 RECIPROCITY The sayings in this bucket assume social payoffs are maximized when inputs...
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<h2>Summary</h2><p>To quickly transform the world, it's not enough for AI to become super smart (the "<strong>intelligence explosion</strong>").&nbsp;</p><p>AI will also have to turbocharge the physical world (the "<strong>industrial explosion</strong>"). Think robot factories building more and better robot factories, ...
Summary To quickly transform the world, it's not enough for AI to become super smart (the "intelligence explosion").  AI will also have to turbocharge the physical world (the "industrial explosion"). Think robot factories building more and better robot factories, which build more and better robot factories, and so on....
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<p>I am building a research agenda focused on tackling catastrophic risks from AI, which I am documenting on my substack <a href="https://www.workingthroughai.com/p/introduction">Working Through AI</a>. Where it feels suited, I'm crossposting my work to LessWrong.</p>
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<p>[Crossposted from my substack <a href="https://www.workingthroughai.com/p/the-iceberg-theory-of-meaning">Working Through AI</a>.]</p><p>When I was finishing my PhD thesis, there came an important moment where I had to pick an inspirational quote to put at the start. This was a big deal to me at the time — impressive...
[Crossposted from my substack Working Through AI.] When I was finishing my PhD thesis, there came an important moment where I had to pick an inspirational quote to put at the start. This was a big deal to me at the time — impressive books often carry impressive quotes, so aping the practice felt like being a proper in...
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<p>There is no contradiction between AI carrying huge potential risks, and it carrying huge potential upsides if we navigate the risks. Both are a consequence of the prospect of AI becoming extremely powerful.</p><p>The benefits that human-aligned <a href="https://aisafety.info/questions/2374/">AGI</a> could bring are ...
There is no contradiction between AI carrying huge potential risks, and it carrying huge potential upsides if we navigate the risks. Both are a consequence of the prospect of AI becoming extremely powerful. The benefits that human-aligned AGI could bring are a major part of what motivates researchers to build such sys...
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<p><i>Context: This is a linkpost for </i><a href="https://aisafety.info/questions/NM3G/10:-Advanced-AI-is-a-big-deal-even-if-we-don%E2%80%99t-lose-control"><i>https://aisafety.info/questions/NM3G/10:-Advanced-AI-is-a-big-deal-even-if-we-don%E2%80%99t-lose-control</i></a><i>&nbsp;</i></p><p><i>This is an article in the...
Context: This is a linkpost for https://aisafety.info/questions/NM3G/10:-Advanced-AI-is-a-big-deal-even-if-we-don%E2%80%99t-lose-control  This is an article in the new intro to AI safety series from AISafety.info. We'd appreciate any feedback. The most up-to-date version of this article is on our website. So far, we’...
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<p><i>Context: This is a linkpost for https://aisafety.info/questions/NM3P/9:-Defeat-may-be-irreversibly-catastrophic</i></p><p><i>This is an article in the new intro to AI safety series from AISafety.info. We'd appreciate any </i><a href="https://docs.google.com/document/d/13CjjvKHuGIA6iLNoAaTpzDk2CpUdkmktRw53w_xDCqA/...
Context: This is a linkpost for https://aisafety.info/questions/NM3P/9:-Defeat-may-be-irreversibly-catastrophic This is an article in the new intro to AI safety series from AISafety.info. We'd appreciate any feedback. The most up-to-date version of this article is on our website. When you imagine a global catastrophe...
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<blockquote><p>Hillel... would say: "If I am not for me, who will be for me? And If I am just for myself, what am I? And if not now, when?"</p></blockquote><p><a href="https://www.sefaria.org.il/Pirkei_Avot.1.14?lang=he&amp;with=all&amp;lang2=he"><i>Pirkei Avot 1,14</i></a></p><p>That last question has usually been int...
> Hillel... would say: "If I am not for me, who will be for me? And If I am just for myself, what am I? And if not now, when?" Pirkei Avot 1,14 That last question has usually been interpreted as a rhetorical one. If you're not going to do it now, you'll never get around to it! But this is clearly a bad principle to ...
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<p><span> </span> <i>Cross-posted from my <a href="https://data.securebio.org/jefftk-notebook/how-much-data-from-a-sequencing-run">NAO Notebook</a>.</i> </p><p> Manufacturers often give optimistic estimates for how much data their systems produce, but performance in practice can be pretty different. What have we ...
Cross-posted from my NAO Notebook. Manufacturers often give optimistic estimates for how much data their systems produce, but performance in practice can be pretty different. What have we seen at the NAO? We've worked with two main sample types, wastewater and nasal swabs, but Simon already wrote something up on swab...
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<p>Crossposted from my <a href="https://bullishlemon.substack.com/p/ai-forecastings-catch-22-the-practical">Substack</a>.&nbsp;</p><p><a href="https://www.lesswrong.com/users/titotal?mention=user">@titotal</a> recently posted an <a href="https://titotal.substack.com/p/a-deep-critique-of-ai-2027s-bad-timeline">in-depth ...
Crossposted from my Substack.  @titotal recently posted an in-depth critique of AI 2027. I'm a fan of his work, and this post was, as expected, phenomenal*. Much of the critique targets the unjustified weirdness of the superexponential time horizon growth curve that underpins the AI 2027 forecast. During my own quick...
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TL;DR: I developed a simple, open-source benchmark to test if LLM agents follow high-level safety principles when they conflict with a given task accepted at ICML 2025 Technical AI Governance Workshop (see paper). My pilot study on six LLMs shows that while they can be influenced by these rules, their adherence is inco...
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<p>My post on <a href="https://sarahconstantin.substack.com/p/neutrality"><u>Neutrality</u></a> was kind of abstract, and I think it’s time to do a follow-up that’s more concrete.</p><p>Specifically, the place where I think there’s something to be done is in information technology, and the ways it shapes the perceived ...
My post on Neutrality was kind of abstract, and I think it’s time to do a follow-up that’s more concrete. Specifically, the place where I think there’s something to be done is in information technology, and the ways it shapes the perceived “world”. One way of looking at this: we had the institutional media era in the...
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Join Us for the Memory Decoding Journal Club!  A collaboration of the Carboncopies Foundation and BPF Aspirational Neuroscience This time, we’re diving into a groundbreaking paper: "Systems consolidation reorganizes hippocampal engram circuitry" Authors: Sangyoon Y. Ko, Yiming Rong, Adam I. Ramsaran, Xiaoyu Chen, Asi...
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Midjourney, “Gabor patches, blindsight, visual cortex, lateral geniculate nucleus, consciousness and the brain” I admit to having been averse, for a long time, to thinking about “consciousness.” The very topic felt “woo” somehow; I was even suspicious of the motives of people who wanted to study it. But in a literal...
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<h1>TL;DR</h1><p>Two days ago, I released two podcast episode:</p><ul><li>"One Big Bad Bill" on <a href="https://kairos.fm/muckraikers/">muckrAIkers</a> ➡️ Igor Krawczuk and I discuss the substantial bill that Trump is attempting to push through the legislature, and I get a little animated... &nbsp;(IMO it's justified)...
TL;DR Two days ago, I released two podcast episode: * "One Big Bad Bill" on muckrAIkers ➡️ Igor Krawczuk and I discuss the substantial bill that Trump is attempting to push through the legislature, and I get a little animated...  (IMO it's justified) Spotify, Apple Podcasts, YouTube, and landing page links[1] * "...
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<p><i>The reality, risks, &amp; consequences of scaling consumer-entertainment technologies to a global population with little cognitive security. [mirrored from </i><a href="https://open.substack.com/pub/redjmantell/p/is-there-a-looming-cultural-omnicide?r=3gy5yt&amp;utm_campaign=post&amp;utm_medium=web&amp;showWelcom...
The reality, risks, & consequences of scaling consumer-entertainment technologies to a global population with little cognitive security. [mirrored from Substack] Western, American culture will be in frontier language models’ training data.  Most other cultures will not. If nobody steps in, ~90% of mankind's culture co...
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<blockquote><p>I shall ask, then, why is it really worth while to make a serious study of mathematics? What is the proper justification of a mathematician’s life? And my answers will be, for the most part, such as are expected from a mathematician: I think that it is worth while, that there is ample justification. But ...
> I shall ask, then, why is it really worth while to make a serious study of mathematics? What is the proper justification of a mathematician’s life? And my answers will be, for the most part, such as are expected from a mathematician: I think that it is worth while, that there is ample justification. But I should say ...
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<p>Throughout the first half of 2025 I did a blinded experiment to see how low to moderate melatonin intake affects me. In this post I summarize my findings.</p><p><strong>Tl;dr</strong>: In my blinded self-experiment on melatonin, conducted over n = 60 days and analyzed with&nbsp;<a href="http://hypothesize.io"><u>hyp...
Throughout the first half of 2025 I did a blinded experiment to see how low to moderate melatonin intake affects me. In this post I summarize my findings. Tl;dr: In my blinded self-experiment on melatonin, conducted over n = 60 days and analyzed with hypothesize.io, I found significantly positive effects for time to f...
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<p>I think people are very wrong about space colonisation increasing long-term existential security. Once we expand to other star systems, we may begin a self-propagating expansion of human civilisation throughout the galaxy. However, there are existential risks potentially capable of destroying a galactic civilisation...
I think people are very wrong about space colonisation increasing long-term existential security. Once we expand to other star systems, we may begin a self-propagating expansion of human civilisation throughout the galaxy. However, there are existential risks potentially capable of destroying a galactic civilisation, l...
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<h1><strong>1 Introduction</strong></h1><p><strong>(Crossposted from</strong><a href="https://benthams.substack.com/p/what-the-most-detailed-report-ever"><strong> my blog</strong></a><strong>--formatting is better there).&nbsp;</strong></p><p>Very large numbers of people seem to think that climate change is likely to e...
1 Introduction (Crossposted from my blog--formatting is better there).  Very large numbers of people seem to think that climate change is likely to end the world. Biden and Harris both called it an existential threat. AOC warned a few years ago that “the world is going to end in 12 years if we don’t address climate ch...
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<h2>The Dead Biologist</h2><p>Suppose you're a biologist working with a bacterium. It's a nasty little bug, so you want to make sure your disinfecting protocol is effective. You have a rather good model of how the bacterium works, and it goes like this:</p><ul><li>The bacterium contains DNA, which is like a master copy...
The Dead Biologist Suppose you're a biologist working with a bacterium. It's a nasty little bug, so you want to make sure your disinfecting protocol is effective. You have a rather good model of how the bacterium works, and it goes like this: * The bacterium contains DNA, which is like a master copy of the instructio...
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<p><img src="https://res.cloudinary.com/lesswrong-2-0/image/upload/f_auto,q_auto/v1/mirroredImages/9hHLLhkuQwtjjykdk/bzotmmk2xajnwrtqjpsx" alt=""></p><p>Research Lead at <a href="https://coral-research.org/">CORAL</a>. Director of AI research at <a href="https://alter.org.il/en/home-page-en/">ALTER</a>. PhD student in ...
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<p><strong>Abstract:</strong> <i>We propose a new variant of online learning that we call "ambiguous online learning". In this setting, the learner is allowed to produce multiple predicted labels. Such an "ambiguous prediction" is considered correct when at least one of the labels is correct, and none of the labels are...
Abstract: We propose a new variant of online learning that we call "ambiguous online learning". In this setting, the learner is allowed to produce multiple predicted labels. Such an "ambiguous prediction" is considered correct when at least one of the labels is correct, and none of the labels are "predictably wrong". T...
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<p>In&nbsp;<a href="https://www.lesswrong.com/s/pwKrMXjYNK5LNeKCu/p/ddK7CMEC3XzSmLS4G"><u>Agents, Tools, and Simulators</u></a> we outlined what it means to describe a system through each of these lenses and how they overlap.&nbsp; In the case of an agent/simulator, our central question is: which property is "driving t...
In Agents, Tools, and Simulators we outlined what it means to describe a system through each of these lenses and how they overlap.  In the case of an agent/simulator, our central question is: which property is "driving the bus" with respect to the system's behavior, utilizing the other in its service? Aligning Agents,...
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Cross-posted from my NAO Notebook. This is something I wrote internally in late-2022. Sharing it now with light edits, additional context, and updated links after the idea came up at the Microbiology of the Built Environment conference I'm attending this week. Metagenomic sequencing data is fundamentally relative: ea...
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Crosspost from my blog. Regime change Conjecture: when there is regime change, the default outcome is for a faction to take over—whichever faction is best prepared to seize power by force. One example: The Iranian Revolution of 1978-1979. In the years leading up to the revolution, there was turmoil and broad hostili...
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Mentor applications are now open for the Fall 2025 round of the Supervised Program for Alignment Research (SPAR), running from September 15 to December 20, 2025. Apply as a mentor SPAR is a remote-first part-time program that connects mentors and mentees for three-month AI safety and governance research projects. Ment...
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<p><i>[Crossposted on </i><a href="https://windowsontheory.org/2025/06/24/machines-of-faithful-obedience/"><i>Windows On Theory</i></a><i>]</i><br>&nbsp;</p><p>Throughout history, technological and scientific advances have had both good and ill effects, but their overall impact has been overwhelmingly positive. Thanks ...
[Crossposted on Windows On Theory]   Throughout history, technological and scientific advances have had both good and ill effects, but their overall impact has been overwhelmingly positive. Thanks to scientific progress, most people on earth live longer, healthier, and better than they did centuries or even decades ag...
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A crisis simulation changed how I think about AI risk Or: My afternoon as a rogue artificial intelligence A dozen of us sit around a conference room table. Directly across from me are the US President and his Chief of Staff. To my left is a man who’s a bit harder to describe: He’s the AI safety ecosystem, but embodi...
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While I'm heavily involved in the Effective Altruism community, this essay explores a question outside of EA's typical scope: How can we use an impact-focused mindset to improve our own lives by making our local communities flourish? This isn't a critique of EA, but an expansion of its core toolkit. As a non-utilitari...
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<p><strong>TLDR:</strong> I think that AI developers will and should attempt to reduce scheming by explicitly training the model to scheme less. However, I think “training against scheming” is a harder problem than other alignment training (e.g. harmlessness training). I list four concrete failure modes with “training ...
TLDR: I think that AI developers will and should attempt to reduce scheming by explicitly training the model to scheme less. However, I think “training against scheming” is a harder problem than other alignment training (e.g. harmlessness training). I list four concrete failure modes with “training against scheming”: a...
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<p><a href="https://www.lesswrong.com/posts/PAYfmG2aRbdb74mEp/a-deep-critique-of-ai-2027-s-bad-timeline-models">There was what everyone agrees was a high quality critique of the timelines component of AI 202</a>7, by the LessWrong user and Substack writer Titotal.</p><p>It is great to have thoughtful critiques like thi...
There was what everyone agrees was a high quality critique of the timelines component of AI 2027, by the LessWrong user and Substack writer Titotal. It is great to have thoughtful critiques like this. The way you get actual thoughtful critiques like this, of course, is to post the wrong answer (at length) on the inter...
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This is more speculative and confusing than my typical posts and I also think the content of this post could be substantially improved with more effort. But it's been sitting around in my drafts for a long time and I sometimes want to reference the arguments in it, so I thought I would go ahead and post it. I often sp...
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<ul><li><p><strong>No LLM generated, heavily assisted/co-written, or otherwise reliant work. </strong>LessWrong has recently been inundated with new users submitting work where much of the content is the output of LLM(s). This work by-and-large does not meet our standards, and is rejected. This includes dialogs with LL...
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<p><i>(And what happens when misuse becomes optimization)</i></p><p>&nbsp;</p><h2>How I came to this question&nbsp;</h2><p>I recently asked a question during a AAAI panel discussion:&nbsp;</p><p>“If AGI isn’t fixed &nbsp;but shifting in concept shaped by societal values and institutional goals - who ultimately defines ...
(And what happens when misuse becomes optimization)   How I came to this question  I recently asked a question during a AAAI panel discussion:  “If AGI isn’t fixed  but shifting in concept shaped by societal values and institutional goals - who ultimately defines what counts as ‘alignment’?”  One of the panelists ...
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<p data-internal-id="ftnt_ref1">I think the <a href="https://theaidigest.org/village">AI Village</a>&nbsp;should <a href="https://manifund.org/projects/ai-digest">be funded</a>&nbsp;much more than it currently is; I’d wildly guess that the AI safety ecosystem should be funding it to the tune of $4M/year.&nbsp;I have de...
I think the AI Village should be funded much more than it currently is; I’d wildly guess that the AI safety ecosystem should be funding it to the tune of $4M/year. I have decided to donate $100k. Here is why. First, what is the village? Here’s a brief summary from its creators:[1] We took four frontier agents, gave t...
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<h1>I.</h1><p>Imagine newly baked interpretability researcher Namor, who claims that he solved interpretability. He says: “This is a bunch of matrices with a bunch of floating point values which are then multiplied, what’s the big deal?” His point of view might be considered myopic, but I think it might be deeper than ...
I. Imagine newly baked interpretability researcher Namor, who claims that he solved interpretability. He says: “This is a bunch of matrices with a bunch of floating point values which are then multiplied, what’s the big deal?” His point of view might be considered myopic, but I think it might be deeper than it seems. ...
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<p>Originally posted on my blog, 24 Jun 2025 - see also full <a href="https://blog.foretellix.com/wp-content/uploads/2025/06/agi_vv_method.pdf">PDF (26 pp)</a></p><h2>Abstract</h2><p>The <strong>V&amp;V method</strong> is a concrete, practical framework which can complement several alignment approaches. Instead of aski...
Originally posted on my blog, 24 Jun 2025 - see also full PDF (26 pp) Abstract The V&V method is a concrete, practical framework which can complement several alignment approaches. Instead of asking a nascent AGI to “do X,” we instruct it to design and rigorously verify a bounded “machine-for-X”. The machine (e.g. an ...
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<p>Will AI progress slow down? Current frontier AI models cost $100M+ to train, but in the old scaling law pre-training paradigm this was a one-off cost that scaled well i.e. it had a low marginal cost per query. Now this paradigm has now hit diminishing returns: New frontier models trained with ~10x more compute than ...
Will AI progress slow down? Current frontier AI models cost $100M+ to train, but in the old scaling law pre-training paradigm this was a one-off cost that scaled well i.e. it had a low marginal cost per query. Now this paradigm has now hit diminishing returns: New frontier models trained with ~10x more compute than GPT...
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Imagine a scenario where you can switch bodies with someone: both of you are anesthetized, then undergo plastic surgery to match each other’s appearance. You both have your brains rewired to essentially switch brains, and finally, you swap houses, names, bank accounts and all social and legal identities. Let's say Ali...
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<p><i>This is a hackathon project write-up. This does not represent the views of my employer. Thanks to Tianyi Alex Qiu and Aidan Ewart for helpful discussions.</i></p><p>Sometimes, people will search for and find a situation where an LLM would do something bad, and then argue that the situation was natural enough that...
This is a hackathon project write-up. This does not represent the views of my employer. Thanks to Tianyi Alex Qiu and Aidan Ewart for helpful discussions. Sometimes, people will search for and find a situation where an LLM would do something bad, and then argue that the situation was natural enough that it is concerni...
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For my birthday this year, i invited friends to a party on Saturday but didn't tell them the location. I gave a list of questions they could ask me. Whoever finds me in the fewest questions wins a prize.  Each friend showed up that day excited to tell me about their detective work & misadventures in tracking me down. ...
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I've been a heavy user of dictation, off and on, as my wrists have gotten better and worse. I've mostly used the built-in Mac and Android recognition: Mac isn't great, Android is pretty good, neither has improved much over the past ~5y despite large improvements in what should be possible. OpenAI has an open speech rec...
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Summary: Steampunk biotech intrigue thriller Format: Web serial (aka a prose fiction series published for free online) Author: Wildbow, also famous for the superhero series Worm Related Works: Frankenstein, Sherlock Holmes, Ghost in the Shell   Reasons to read it: * The most inventive fictional biotech of all time....
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<ul><li><a href="https://en.wikipedia.org/wiki/The_Lazarus_Project_(TV_series)">The Lazarus Project</a> is a very cool show that many scifi fans here would enjoy.</li><li>All spoiler text in this post is actually extremely mild spoilers.</li><li>Has a very rationalist-esque tone: characters working to stop...&nbsp;</li...
* The Lazarus Project is a very cool show that many scifi fans here would enjoy. * All spoiler text in this post is actually extremely mild spoilers. * Has a very rationalist-esque tone: characters working to stop...  ...global catastrophic risk that the mainstream is totally ignorant of. * The scifi premise is s...
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<p>Salutations,</p><p>I have been a regular reader (and big fan) of LessWrong for quite some time now, so let me just say that I feel honoured to be able to share some of my thoughts with the likes of you folks.</p><p>I don't reckon myself a good writer, nor a very polished thinker (as many of the veterans here), so I ...
Salutations, I have been a regular reader (and big fan) of LessWrong for quite some time now, so let me just say that I feel honoured to be able to share some of my thoughts with the likes of you folks. I don't reckon myself a good writer, nor a very polished thinker (as many of the veterans here), so I hope you'll b...
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<p>This is a cross post from my Substack, <a href="https://eastwind.substack.com/p/frontier-ai-labs-the-call-option">East Wind</a>.</p><p>Since the launch of ChatGPT less than three years ago, the pace of AI development has only accelerated. Over the past six months, the intensity of research, funding, and product anno...
This is a cross post from my Substack, East Wind. Since the launch of ChatGPT less than three years ago, the pace of AI development has only accelerated. Over the past six months, the intensity of research, funding, and product announcements has seemingly gone parabolic. OpenAI's recent $40 billion funding round, Deep...
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A few months ago I was fiddling with GPT o1 and came up with a simple game that switched for me the idea of AI safety importance from a level of some logical conceptual understanding deep down to the visceral “gut feelings”. Just play this simple turn-based game with GPT and say how you feel after: > Let’s play a gam...
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<ul><li><p><strong>No LLM generated, heavily assisted/co-written, or otherwise reliant work. </strong>LessWrong has recently been inundated with new users submitting work where much of the content is the output of LLM(s). Unlike most of those submissions, your post seems like it probably contains some kind of meaningf...
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<p>tl;dr: Many critiques of *Situational Awareness* have been purely qualitative; one year later we can finally check the numbers. I did my best to verify his claims using public data through June 2025, and found that his estimates mostly check out.<br>This is inherently noisy work - nothing herein is certain, and I wo...
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<p>I’ve been thinking a lot recently about the relationship between&nbsp;<a href="https://redwoodresearch.substack.com/p/the-case-for-ensuring-that-powerful"><u>AI control</u></a> and traditional computer security. Here’s one point that I think is important.</p><p>My understanding is that there's a big qualitative dist...
I’ve been thinking a lot recently about the relationship between AI control and traditional computer security. Here’s one point that I think is important. My understanding is that there's a big qualitative distinction between two ends of a spectrum of security work that organizations do, that I’ll call “security from ...
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<h1 data-internal-id="2_1_Summary___Table_of_contents">2.1 Summary &amp; Table of contents</h1><p>This is the second of a two-post series on foom (<a href="https://www.lesswrong.com/posts/yew6zFWAKG4AGs3Wk/foom-and-doom-1-brain-in-a-box-in-a-basement">previous post</a>) and doom (this post).</p><p>The last post talked ...
2.1 Summary & Table of contents This is the second of a two-post series on foom (previous post) and doom (this post). The last post talked about how I expect future AI to be different from present AI. This post will argue that, absent some future conceptual breakthrough, this future AI will be of a type that will be e...
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<h1 data-internal-id="1_1_Series_summary_and_Table_of_Contents">1.1 Series summary and Table of Contents</h1><p>This is a two-post series on AI “foom” (this post) and “doom” (<a href="https://www.lesswrong.com/posts/bnnKGSCHJghAvqPjS/foom-and-doom-2-technical-alignment-is-hard">next post</a>).</p><p>A decade or two ago...
1.1 Series summary and Table of Contents This is a two-post series on AI “foom” (this post) and “doom” (next post). A decade or two ago, it was pretty common to discuss “foom & doom” scenarios, as advocated especially by Eliezer Yudkowsky. In a typical such scenario, a small team would build a system that would rocket...
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<p>Crosspost of this <a href="https://benthams.substack.com/p/the-lies-of-big-bug">blog article</a>.&nbsp;</p><p>The majority of farmed animals killed each year are insects, and this number is only expected to increase. By 2033, it’s <a href="https://rethinkpriorities.org/research-area/forecasting-farmed-animal-numbers...
Crosspost of this blog article.  The majority of farmed animals killed each year are insects, and this number is only expected to increase. By 2033, it’s estimated that around 5 trillion insects will be slaughtered annually—more than 50 times the number of cows, pigs, chickens, turkeys, and the like currently slaughte...
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<p data-internal-id="ftnt_ref1">AI companies' security plans, per their published safety policies, involve just SL3-4 security for powerful AI (see Appendix below).<span class="footnote-reference" data-footnote-reference="" data-footnote-index="1" data-footnote-id="s835hri3zz" role="doc-noteref" id="fnrefs835hri3zz"><s...
AI companies' security plans, per their published safety policies, involve just SL3-4 security for powerful AI (see Appendix below).[1] (Moreover, companies are likely to not follow their current policies.) Source. Just SL3-4 is very inadequate; it would result in lots of extra x-risk relative to perfect security. If...
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<p>People keep saying "AI isn't magic, it's just maths" like this is some kind of gotcha.</p><figure class="image"><img src="https://res.cloudinary.com/lesswrong-2-0/image/upload/f_auto,q_auto/v1/mirroredImages/hAwvJDRKWFibjxh4e/nptcoxh35j7nnetvak78" srcset="https://res.cloudinary.com/lesswrong-2-0/image/upload/f_auto,...
People keep saying "AI isn't magic, it's just maths" like this is some kind of gotcha. Turning lead into gold isn't the magic of alchemy, it's just nucleosynthesis. Taking a living human's heart out without killing them, and replacing it with one you got out a corpse, that isn't the magic of necromancy, neither is it...
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<p><i><strong>TL;DR:</strong> This post examines how rapidly AI forecasting ability is improving by analyzing results from </i><a href="https://www.forecastbench.org/"><i><u>ForecastBench</u></i></a><i>, Metaculus </i><a href="https://www.metaculus.com/aib/"><i><u>AI tournaments</u></i></a><i>, and various prediction p...
TL;DR: This post examines how rapidly AI forecasting ability is improving by analyzing results from ForecastBench, Metaculus AI tournaments, and various prediction platforms. While AI forecasting is steadily improving, there remains significant uncertainty around the timeline for matching top human forecasters—it might...
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<p>Previously in this sequence, I estimated that we have 3 researchers for every advocate working on US AI governance, and I argued that this ratio is backwards – we need the political power provided by advocates to have a chance of preventing misaligned superintelligence. A few researchers might be useful as a ‘multip...
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<p>In a limited array of tools, there is one optimal tool to use.</p><p>&nbsp;</p><p>For this example, let’s take the task of hammering a nail into a wall, and the only two tools available to us are a soggy piece of toast and a silver spoon. For the given task, the spoon will be slightly more useful than the moist piec...
In a limited array of tools, there is one optimal tool to use.   For this example, let’s take the task of hammering a nail into a wall, and the only two tools available to us are a soggy piece of toast and a silver spoon. For the given task, the spoon will be slightly more useful than the moist piece of a baked good....
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<p><i><strong>Working document</strong> – feedback extremely welcome. Ideas in the&nbsp;<strong>main body</strong> are those I currently see as highest-leverage; numerous&nbsp;<strong>items under Appendix</strong> are more tentative and would benefit from critique as well as additions.</i></p><p><i>I am hoping that thi...
Working document – feedback extremely welcome. Ideas in the main body are those I currently see as highest-leverage; numerous items under Appendix are more tentative and would benefit from critique as well as additions. I am hoping that this post will serve also as a generally interesting brainstorming collection and ...
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I recently wrote an ML theory paper which proposes explanations for mysterious phenomena in contemporary machine learning like data scaling laws and double descent. Here's the link to the paper and the Twitter thread. I didn't get much attention and need an endorser to publish on ArXiv so I thought I'd post it here and...
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We say alignment is about control, safety, precision. But after a decade working as a matchmaker in India’s increasingly chaotic relationship market, I’ve learnt that what sustains a system isn’t control, it’s trust. And trust doesn’t live in rules. It lives in memory, repair, and mutual adaptation. I’ve spent years w...
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<p>Co-lead (Near-Term Detection) at the Nucleic Acid Observatory in Boston. Speaking for myself unless I say otherwise.</p>
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<p><span> I recently flew through CLT and spent more time delayed than in the air. There were summer thunderstorms, and with the lightning it wasn't safe for workers to be out. This meant no loading, unloading, docking, refueling, anything. On the way in we sat on the tarmac for 3hr waiting for lightning to let up;...
I recently flew through CLT and spent more time delayed than in the air. There were summer thunderstorms, and with the lightning it wasn't safe for workers to be out. This meant no loading, unloading, docking, refueling, anything. On the way in we sat on the tarmac for 3hr waiting for lightning to let up; on the way ba...
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