One Useful Thing
Something New: On OpenAI's "Strawberry" and Reasoning
Solving hard problems in new ways
3 months ago
Solving hard problems in new ways
AI Snake Oil
Four more things we worked on in 2022
We had a busy 2022. Here are a few things we worked on but didn’t cover here.
a year ago
We had a busy 2022. Here are a few things we worked on but didn’t cover here.
The Berkeley...
Rethinking the Role of PPO in RLHF
Rethinking the Role of PPO in RLHF
TL;DR: In RLHF, there’s tension between the reward learning...
a year ago
Rethinking the Role of PPO in RLHF
TL;DR: In RLHF, there’s tension between the reward learning phase, which uses human preference in the form of comparisons, and the RL fine-tuning phase, which optimizes a single, non-comparative reward. What if we performed RL in a comparative...
Weighty Thoughts
Compute is Overrated as AI’s Bottleneck
You can’t just blindly extrapolate compute requirements
a year ago
You can’t just blindly extrapolate compute requirements
One Useful Thing
AI in organizations: Some tactics
Meet the Lab and the Crowd
2 months ago
Meet the Lab and the Crowd
The Berkeley...
Training Diffusion Models with <br> Reinforcement Learning
function reveal() {
const replay = document.querySelector('.ddpo-replay');
...
a year ago
function reveal() {
const replay = document.querySelector('.ddpo-replay');
replay.style.display = 'flex';
}
window.onload = () => {
const replay = document.querySelector('.ddpo-replay');
replay.addEventListener('click', () => {
...
Society's Backend
No One Should Be GPU Poor
For everyone to have access to AGI, everyone must also have access to the compute to use it
7 months ago
For everyone to have access to AGI, everyone must also have access to the compute to use it
Society's Backend
Godmother of AI Warns Against Regulation, Apple Intelligence System Prompts, Faster and Cheaper AI,...
Machine learning resources and updates 8/12/2024
4 months ago
Machine learning resources and updates 8/12/2024
The Gradient
Shape, Symmetries, and Structure: The Changing Role of Mathematics in Machine Learning Research
What is the Role of Mathematics in Modern Machine Learning?
The past decade has witnessed a shift in...
a month ago
What is the Role of Mathematics in Modern Machine Learning?
The past decade has witnessed a shift in how progress is made in machine learning. Research involving carefully designed and mathematically principled architectures result in only marginal improvements while...
Society's Backend
LLM-as-a-Judge, Instruction Pretraining, Solving Benchmarks Instead of Real-World ML Problems, and...
Weekly updates and resources 7/22/24
5 months ago
Weekly updates and resources 7/22/24
Artificial Ignorance
Who's winning the AI arms race?
It depends whether AI is a "disruptive" or "sustaining" technology.
a year ago
It depends whether AI is a "disruptive" or "sustaining" technology.
The Berkeley...
The Shift from Models to Compound AI Systems
AI caught everyone’s attention in 2023 with Large Language Models (LLMs) that can be instructed to...
10 months ago
AI caught everyone’s attention in 2023 with Large Language Models (LLMs) that can be instructed to perform general tasks, such as translation or coding, just by prompting. This naturally led to an intense focus on models as the primary ingredient in AI application development,...
Society's Backend
The Step-by-Step Guide to Becoming a Machine Learning Engineer
And other practical guides to understand machine learning
11 months ago
And other practical guides to understand machine learning
fast.ai
AI and Power: The Ethical Challenges of Automation, Centralization, and Scale
Moving AI ethics beyond explainability and fairness to empowerment and justice
a year ago
Moving AI ethics beyond explainability and fairness to empowerment and justice
One Useful Thing
Post-apocalyptic education
What comes after the Homework Apocalypse
3 months ago
What comes after the Homework Apocalypse
Artificial Ignorance
The SearchGPT Paradigm
What people (still) fundamentally misunderstand about AI search.
4 months ago
What people (still) fundamentally misunderstand about AI search.
Marcus on AI
Which CEO will be the last to see it?
What kept me going during the dark years of 2022 and 2023 when Generative AI was wildly overhyped...
2 weeks ago
What kept me going during the dark years of 2022 and 2023 when Generative AI was wildly overhyped and I was constantly ridiculed was the secure knowledge that the truth would eventually come out.
IEEE Spectrum
Video Friday: Robot Dog Handstand
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
a month ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
Humanoids 2024: 22–24 November...
Matt Mazur
My Indie SaaS Revenue has Grown 37% per Year for 13 Years
Unlike many indie founders, I’ve never shared revenue numbers for Preceden, my SaaS timeline maker...
11 months ago
Unlike many indie founders, I’ve never shared revenue numbers for Preceden, my SaaS timeline maker tool. Even if they were remarkable – which they are not really – I just don’t think there are many good reasons to publicly share revenue numbers, and there are lots of downsides....
One Useful Thing
Everyone is above average
Is AI a Leveler, King Maker, or Escalator?
a year ago
Is AI a Leveler, King Maker, or Escalator?
One Useful Thing
It is starting to get strange.
Let's talk about ChatGPT with Code Interpreter & Microsoft Copilot
a year ago
Let's talk about ChatGPT with Code Interpreter & Microsoft Copilot
IEEE Spectrum
Video Friday: ICRA Turns 40
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
2 months ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
IROS 2024: 14–18 October 2024, ABU...
Marcus on AI
Hard-forked! Casey Newton’s distorted portrait of Gary Marcus and AI skepticism
What Casey Newton’s new essay skewering AI skepticism does—and does not—get right
2 weeks ago
What Casey Newton’s new essay skewering AI skepticism does—and does not—get right
The Gradient
Car-GPT: Could LLMs finally make self-driving cars happen?
Exploring the utility of large language models in autonomous driving: Can they be trusted for...
9 months ago
Exploring the utility of large language models in autonomous driving: Can they be trusted for self-driving cars, and what are the key challenges?
Marcus on AI
CONFIRMED: LLMs have indeed reached a point of diminishing returns
Science, sociology, and the likely financial collapse of the Generative AI bubble
a month ago
Science, sociology, and the likely financial collapse of the Generative AI bubble
Artificial Ignorance
AI Roundup 053: Bye bye Bard
February 9, 2024.
10 months ago
Weighty Thoughts
Open AI's Valuation and a Favor to Ask
A guest post and an in-person panel
4 months ago
A guest post and an in-person panel
IEEE Spectrum
Video Friday: Quadruped Ladder Climbing
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
2 months ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
IROS 2024: 14–18 October 2024, ABU...
AI Snake Oil
Quantifying ChatGPT’s gender bias
Benchmarks allow us to dig deeper into what causes biases and what can be done about it
a year ago
Benchmarks allow us to dig deeper into what causes biases and what can be done about it
Artificial Ignorance
What President Biden's AI executive order actually means
I read all 111 pages so you don't have to.
a year ago
I read all 111 pages so you don't have to.
The Gradient
Mamba Explained
Is Attention all you need? Mamba, a novel AI model based on State Space Models (SSMs), emerges as a...
8 months ago
Is Attention all you need? Mamba, a novel AI model based on State Space Models (SSMs), emerges as a formidable alternative to the widely used Transformer models, addressing their inefficiency in processing long sequences.
Strange Loop Canon
The mystery of the garage
10 months ago
One Useful Thing
What happens when AI reads a book 🤖📖
And some prompts that might be useful when it does.
a year ago
And some prompts that might be useful when it does.
One Useful Thing
Doing Stuff with AI: Opinionated Midyear Edition
AI systems have gotten more capable and easier to use
6 months ago
AI systems have gotten more capable and easier to use
Artificial Ignorance
AI Roundup 092: Watermarking the AI wave
November 8, 2024.
a month ago
Society's Backend
Founder Mode, How AI Impacts Education, Diffusion Models As Real-Time Game Engines, and More
Machine learning resources and updates 2024-09-03
3 months ago
Machine learning resources and updates 2024-09-03
Matt Mazur
LearnGPT is for sale. Contact me if you’re interested.
On Friday I announced that I intended to shut down LearnGPT to focus on Preceden, my main business....
a year ago
On Friday I announced that I intended to shut down LearnGPT to focus on Preceden, my main business. I didn’t plan to sell LearnGPT because I didn’t think a month-old, pre-revenue project like this would be able to sell for enough to warrant going through a sale. It’s been three...
Strange Loop Canon
Power, money and human nature
Thoughts on OpenAI, a tragedy
a year ago
Thoughts on OpenAI, a tragedy
AI Snake Oil
Students are acing their homework by turning in machine-generated essays. Good.
Teachers adapted to the calculator. They can certainly adapt to language models.
over a year ago
Teachers adapted to the calculator. They can certainly adapt to language models.
Daniel Miessler
AI Art Hack: Combining Abstract Designs with Objects
This is member content. Thank you for being a subscriber. This is UL Member Content Subscribe...
a year ago
This is member content. Thank you for being a subscriber. This is UL Member Content Subscribe Already a member? Login
Marcus on AI
Humanity’s “Oh shit!” AI moment?
Not yet, but it could come sooner than you think. Not because we are close to AGI, but because we...
a week ago
Not yet, but it could come sooner than you think. Not because we are close to AGI, but because we already have machines that can say one thing and do something else altogether.
The Gradient
Deep learning for single-cell sequencing: a microscope to see the diversity of cells
On the the pivotal role that Deep Learning has played as a key enabler for advancing single-cell...
11 months ago
On the the pivotal role that Deep Learning has played as a key enabler for advancing single-cell sequencing technologies.
AI Snake Oil
ML is useful for many things, but not for predicting scientific replicability
How the veneer of AI is used to legitimize awful ideas
a year ago
How the veneer of AI is used to legitimize awful ideas
AI Snake Oil
New paper: AI agents that matter
Rethinking AI agent benchmarking and evaluation
5 months ago
Rethinking AI agent benchmarking and evaluation
Artificial Ignorance
Lies, damned lies, and benchmarks
While benchmarks (and leaderboards) are useful tools, they are but a small facet when it comes to...
10 months ago
While benchmarks (and leaderboards) are useful tools, they are but a small facet when it comes to evaluating large language models. Often, they're not the best indicators of real-world utility - and I want to dig into why (and what other approaches exist).
The Gradient
Why Doesn’t My Model Work?
Have you ever trained a model you thought was good, but then it failed miserably when applied to...
10 months ago
Have you ever trained a model you thought was good, but then it failed miserably when applied to real world data? If so, you’re in good company.
Sam Altman
What I Wish Someone Had Told Me
Optimism, obsession, self-belief, raw horsepower and personal connections are how things get...
a year ago
Optimism, obsession, self-belief, raw horsepower and personal connections are how things get started.
Cohesive teams, the right combination of calmness and urgency, and unreasonable commitment are how things get finished. Long-term orientation is in short supply; try not to worry...
Artificial Ignorance
Why Claude 3 is a big upgrade
On Monday, Anthropic released Claude 3, a family of models that hit new highs on various benchmarks,...
9 months ago
On Monday, Anthropic released Claude 3, a family of models that hit new highs on various benchmarks, add multi-modal capabilities, and are a real competitor to GPT-4.
IEEE Spectrum
Video Friday: Cobot Proxie
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
a month ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
Humanoids Summit: 11–12 December...
PromptArmor Blog
Slack AI data exfiltration from private channels via indirect prompt injection
Authors: PromptArmor
4 months ago
Strange Loop Canon
Seeing Like A Network
Dark Forests, Dense Networks
6 months ago
Dark Forests, Dense Networks
Society's Backend
AI Reading List 3: Meta's Self-Taught Evaluator, AI for Cancer Diagnosis, and a Technical...
Society's Backend Reading List 10-21-2024
2 months ago
Society's Backend Reading List 10-21-2024
Marcus on AI
Update re: Microsoft and training data
Relevant to the post I sent earlier today,...
3 weeks ago
Relevant to the post I sent earlier today, https://www.howtogeek.com/is-microsoft-using-your-word-documents-to-train-ai/says that an unnamed spokesperson at Microsoft claims that “Microsoft does not use customer data from Microsoft 365 consumer and commercial applications to...
AI Snake Oil
FAQ about the book and our writing process
What's in the book and how we wrote it
2 months ago
What's in the book and how we wrote it
Weighty Thoughts
Deep Tech Startups Are Not Software Startups
Or why AI and “Software/SaaS” are apples and oranges
10 months ago
Or why AI and “Software/SaaS” are apples and oranges
Artificial Ignorance
AI Roundup 058: Devin and SIMA
March 15, 2023.
9 months ago
One Useful Thing
15 Times to use AI, and 5 Not to
Notes on the Practical Wisdom of AI Use
a week ago
Notes on the Practical Wisdom of AI Use
Rozado’s Visual...
Pessimism in News Media Headlines
In previous work, I documented the growing emotional negativity (anger, fear, sadness, etc) of...
a year ago
In previous work, I documented the growing emotional negativity (anger, fear, sadness, etc) of American news media headlines between the years 2000 and 2019. Here, I extend that work by examining the attitudinal tone (pessimism, optimism or neutrality
AI Snake Oil
Can AI automate computational reproducibility?
A new benchmark to measure the impact of AI on improving science
3 months ago
A new benchmark to measure the impact of AI on improving science
Society's Backend
AI Video Editing, MLX vs PyTorch, AI in Space, and More [Comprehensive ML Resource List for 6/28/24]
Here is a comprehensive list of all machine learning resources and updates from the past week. Thank...
5 months ago
Here is a comprehensive list of all machine learning resources and updates from the past week. Thank you for supporting Society's Backend! Don't forget to also follow me on X. Claude 3.5 Sonnet Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?
IEEE Spectrum
Robot Photographer Takes the Perfect Picture
Finding it hard to get the perfect angle for your shot? PhotoBot can take the picture for you. Tell...
4 weeks ago
Finding it hard to get the perfect angle for your shot? PhotoBot can take the picture for you. Tell it what you want the photo to look like, and your robot photographer will present you with references to mimic. Pick your favorite, and PhotoBot—a robot arm with a camera—will...
IEEE Spectrum
Video Friday: Swiss-Mile Robot vs. Humans
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
a month ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
Humanoids 2024: 22–24 November...
One Useful Thing
What just happened, what is happening next
The tasks AI can do well are expanding rapidly
8 months ago
The tasks AI can do well are expanding rapidly
One Useful Thing
Change blindness
21 months later
4 months ago
AI Snake Oil
Is GPT-4 getting worse over time?
A new paper going viral has been widely misinterpreted
a year ago
A new paper going viral has been widely misinterpreted
Andrej Karpathy blog
Short Story on AI: Forward Pass
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over a year ago
p {
text-align: justify;
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The inspiration for this short story came to me while reading Kevin Lacker’s Giving GPT-3 a Turing Test. It is probably worth it (though not required) to skim this post to get...
Artificial Ignorance
The ideologies fighting for the soul (and future) of AI
EAs, e/accs, decels, and doomers.
a year ago
EAs, e/accs, decels, and doomers.
Society's Backend
Side Projects to Get a Job in ML, a Survey of Small Language Models, How to Build ML Pipelines, and...
Society's Backend Reading List 11-11-2024
a month ago
Society's Backend Reading List 11-11-2024
The Berkeley...
Ghostbuster: Detecting Text Ghostwritten by Large Language Models
The structure of Ghostbuster, our new state-of-the-art method for detecting AI-generated...
a year ago
The structure of Ghostbuster, our new state-of-the-art method for detecting AI-generated text.
Large language models like ChatGPT write impressively well—so well, in fact, that they’ve become a problem. Students have begun using these models to ghostwrite assignments, leading...
One Useful Thing
Detecting the Secret Cyborgs
The AI Trap for Organizations
a year ago
The AI Trap for Organizations
Artificial Ignorance
AI Roundup 035: Me or your lying eyes
October 6, 2023.
a year ago
Strange Loop Canon
LLMs breach a threshold
Open Source models get more powerful, and an AI system scores silver in Maths Olympiad
4 months ago
Open Source models get more powerful, and an AI system scores silver in Maths Olympiad
Rozado’s Visual...
New York Times Word Usage Frequency Chart – An Update
A timely update of an informative chart
a year ago
A timely update of an informative chart
Artificial Ignorance
AI Roundup 032: The Insight Forum
September 15, 2023.
a year ago
IEEE Spectrum
Remote Sub Sustains Science Kilometers Underwater
The water column is hazy as an unusual remotely operated vehicle glides over the seafloor in search...
2 months ago
The water column is hazy as an unusual remotely operated vehicle glides over the seafloor in search of a delicate tilt meter deployed three years ago off the west side of Vancouver Island. The sensor measures shaking and shifting in continental plates that will eventually unleash...
Matt Mazur
Indie Hacking Week 2 Recap – TimelineGPT Progress, LearnGPT Decision Time
For Martin Luther King weekend my family and I headed to Boone, North Carolina and stayed in a cabin...
a year ago
For Martin Luther King weekend my family and I headed to Boone, North Carolina and stayed in a cabin for a few days. We went snow tubing at Beech Mountain while we were there, one of the many ski resorts in the area. As is common on vacations, I spent way too much time thinking...
Marcus on AI
Satya Nadella and the three stages of scientific truth
A textbook case in how good ideas are often initially throttled
4 weeks ago
A textbook case in how good ideas are often initially throttled
Weighty Thoughts
VC Office Hours
Talk to James Wang, author of Weighty Thoughts and General Partner of Creative Ventures
10 months ago
Talk to James Wang, author of Weighty Thoughts and General Partner of Creative Ventures
Rozado’s Visual...
Mentions of Prejudice in Academic Papers: A Declining Trend Amidst Ongoing DEI Growth?
Prejudice-denoting terms in academic research have recently decreased while some DEI-related terms...
3 months ago
Prejudice-denoting terms in academic research have recently decreased while some DEI-related terms continue to rise—what does this shift reveal?
Rozado’s Visual...
Define Wokeness! Or how you shall know a word by the company it keeps
Visualizing what words often appear in the vicinity of woke/wokeness in news media content...
a year ago
Visualizing what words often appear in the vicinity of woke/wokeness in news media content illustrates why communication is almost impossible between red and blue America
Daniel Miessler
News, Analysis, and Discovery | NO. 356
SECURITY NEWS TikTok has now admitted, after denying last week, that Chinese staff can in fact read...
over a year ago
SECURITY NEWS TikTok has now admitted, after denying last week, that Chinese staff can in fact read European TikTok data. Pressure is increasing across the US government to outright ban the app, but it's quickly becoming national infrastructure so many young people. MORE |...
Artificial Ignorance
YC is now 80% AI startups (S24)
Analyzing the latest companies out of "AI Combinator"
2 months ago
Analyzing the latest companies out of "AI Combinator"
Artificial Ignorance
States are racing ahead of Congress to regulate deepfakes
Several states just banned deepfakes in political ads and porn.
9 months ago
Several states just banned deepfakes in political ads and porn.
Artificial Ignorance
The Chatbot Trap
Why AI products really need some better UX.
a month ago
Why AI products really need some better UX.
Artificial Ignorance
AI Roundup 061: The AI innovator's dilemma
April 5, 2024.
8 months ago
Made by Ollin
Priors for Autonomous Vehicle Development
over a year ago
Society's Backend
All Machine Learning Resources and Updates 7/8/24
Everything I've been reading
5 months ago
Everything I've been reading
Society's Backend
If You Understand Bananas, You Can Understand Machine Learning
A simplified high-level overview of primary machine learning algorithms for anyone to understand
11 months ago
A simplified high-level overview of primary machine learning algorithms for anyone to understand
One Useful Thing
Blinded by Analogies
What is this AI thing? The wrong model can lead us astray
a year ago
What is this AI thing? The wrong model can lead us astray
Artificial Ignorance
Tutorial: How to chat with your documents
A step-by-step guide to doing Q&A with your data, using LlamaIndex and OpenAI.
a year ago
A step-by-step guide to doing Q&A with your data, using LlamaIndex and OpenAI.
Weighty Thoughts
Let's talk about AI power costs
It's important, but a lot of recent attention has been concern-trolling
4 months ago
It's important, but a lot of recent attention has been concern-trolling
One Useful Thing
Feats to astonish and amaze
A compendium of things I didn't think AI should be able to do
a year ago
A compendium of things I didn't think AI should be able to do
AI Snake Oil
AI cannot predict the future. But companies keep trying (and failing).
A new paper on how AI companies make false promises and how we can challenge them
a year ago
A new paper on how AI companies make false promises and how we can challenge them
IEEE Spectrum
Video Friday: Mars Chopper
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
a week ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
ICRA 2025: 19–23 May 2025, ATLANTA,...
Society's Backend
Artificial Intelligence: A New Paradigm Emerges
A realistic perspective of the advantages and pitfalls of artificial intelligence
a year ago
A realistic perspective of the advantages and pitfalls of artificial intelligence
One Useful Thing
The future, soon: what I learned from Bing's AI
We had a brief glimpse of two different types of AI. Both are significant
a year ago
We had a brief glimpse of two different types of AI. Both are significant
Society's Backend
Stop Obsessing Over the Product and Start Thinking About the Bigger Picture
The actual takeaways from the iPhone 15 event
a year ago
The actual takeaways from the iPhone 15 event
Marcus on AI
PSA: Microsoft may be training on your private data without your knowledge
The Great Data Heist continues.
3 weeks ago
The Great Data Heist continues.
Society's Backend
Machine Learning Infrastructure: The Bridge Between Software Engineering and AI
What makes machine learning infra so important and why I find it so interesting
a year ago
What makes machine learning infra so important and why I find it so interesting
One Useful Thing
The Present Future: AI's Impact Long Before Superintelligence
You can start to see the outlines of an AI future, for better and worse
a month ago
You can start to see the outlines of an AI future, for better and worse
One Useful Thing
The shape of the shadow of The Thing
We can start to see, dimly, what the near future of AI looks like.
a year ago
We can start to see, dimly, what the near future of AI looks like.
AI Snake Oil
Generative AI’s end-run around copyright won’t be resolved by the courts
Output similarity is a distraction
11 months ago
Output similarity is a distraction
Strange Loop Canon
The age of access
the great polarisation theory, and the death of professions
a year ago
the great polarisation theory, and the death of professions
Daniel Miessler
Generate AI Art Using Your Own Writing
One of the most challenging parts of finishing a post is coming up with a good image. The AI art...
over a year ago
One of the most challenging parts of finishing a post is coming up with a good image. The AI art tools like DALL-E, Midjourney, and Stable Diffusion are cool, but a lot of the magic comes down to prompt engineering, which is non-trivial. Prompt Engineering is almost equal parts...
One Useful Thing
Superhuman?
What does it mean for AI to be better than a human? And how can we tell?
7 months ago
What does it mean for AI to be better than a human? And how can we tell?
Rozado’s Visual...
The Increasing Frequency of Terms Denoting Political Extremism in U.S. and U.K. News Media
Published manuscript Twitter Thread Introduction I summarize here a published study co-authored with...
over a year ago
Published manuscript Twitter Thread Introduction I summarize here a published study co-authored with Eric Kaufmann where we examine longitudinally the prevalence of terms denoting far-right and far-left political extremism in more than 30 million written news and opinion articles...
The Berkeley...
The Berkeley Crossword Solver
We recently published the Berkeley Crossword Solver (BCS), the current state of the art for solving...
over a year ago
We recently published the Berkeley Crossword Solver (BCS), the current state of the art for solving American-style crossword puzzles. The BCS combines neural question answering and probabilistic inference to achieve near-perfect performance on most American-style crossword...
IEEE Spectrum
Drones with Legs Can Walk, Hop, and Jump into the Air
“Whenever I encountered crows on the EPFL campus, I would observe how they walked, hopped over or...
2 weeks ago
“Whenever I encountered crows on the EPFL campus, I would observe how they walked, hopped over or jumped on obstacles, and jumped for take-offs,” says Won Dong Shin, a doctoral student at EPFL’s Laboratory of Intelligent Systems. “What I consistently observed was that they always...
Artificial Ignorance
AI Roundup 096: Happy Shipmas
December 6, 2024.
2 weeks ago
The Berkeley...
FIGS: Attaining XGBoost-level performance with the interpretability and speed of CART
FIGS (Fast Interpretable Greedy-tree Sums): A method for building interpretable models by...
over a year ago
FIGS (Fast Interpretable Greedy-tree Sums): A method for building interpretable models by simultaneously growing an ensemble of decision trees in competition with one another.
Recent machine-learning advances have led to increasingly complex predictive models, often at the cost...
Daniel Miessler
What Made the 90’s So Awesome?
I just read a brilliant essay about the 90’s by Freddie de Boer, and it got me thinking. What made...
a year ago
I just read a brilliant essay about the 90’s by Freddie de Boer, and it got me thinking. What made the 90’s so great? Here’s GPT’s answer: Give a 90’s lover’s view of what made the 90’s awesome. Include everything from parenting, art, entertainment, games, childhood, movies, TV,...
Weighty Thoughts
Why did the Prior Generations of AI Fail?
Diving into the History—Which is Kind of a Circle
3 months ago
Diving into the History—Which is Kind of a Circle
Artificial Ignorance
AI Roundup 076: Grand theft audio
July 19, 2024.
5 months ago
One Useful Thing
What just happened
A transformative month rewrites the capabilities of AI
3 days ago
A transformative month rewrites the capabilities of AI
Sam Altman
Tech Workers' Values
For good and bad, technology has become a central force in all
our lives.
As members of the...
over a year ago
For good and bad, technology has become a central force in all
our lives.
As members of the community, we're interested in ways in which
tech companies can use their collective power to protect privacy, rule of law,
freedom of expression, and other fundamental American rights....
Society's Backend
The Attention Thief: Machine Learning as a Monetization Weapon
How your greatest asset is silently stolen by technology every day
a year ago
How your greatest asset is silently stolen by technology every day
Society's Backend
Open Models Catching Up, SearchGPT Release, Deepfake Victims Protected by Regulation, and More
Weekly updates and resources 7/29/24
4 months ago
Weekly updates and resources 7/29/24
Weighty Thoughts
The Mystical Q
OpenAI Q*, Primer on Reinforcement Learning, and Implications
a year ago
OpenAI Q*, Primer on Reinforcement Learning, and Implications
Artificial Ignorance
AI Roundup 063: Llama 3
April 19, 2024.
8 months ago
Rozado’s Visual...
El sesgo político de ChatGPT
A la izquierda del centro político
a year ago
A la izquierda del centro político
Artificial Ignorance
AI Roundup 095: QwQ
November 29, 2024.
3 weeks ago
AI Snake Oil
Does the UK’s liver transplant matching algorithm systematically exclude younger patients?
Seemingly minor technical decisions can have life-or-death effects
a month ago
Seemingly minor technical decisions can have life-or-death effects
One Useful Thing
Getting started with AI: Good enough prompting
Don't make this hard
4 weeks ago
Rozado’s Visual...
Out-of-office Donald Trump still more prominent in news media content than the current U.S....
In 2019, I helped my colleague Musa al-Gharbi document the extraordinary prominence of Donald Trump...
a year ago
In 2019, I helped my colleague Musa al-Gharbi document the extraordinary prominence of Donald Trump in news media content (see here). I have recently updated that previous analysis. Briefly stated, no U.S. president in recent history has received a similar amount of media...
Daniel Miessler
NO. 360 | NEWS, ANALYSIS & DISCOVERY SERIES
SECURITY NEWS Security researchers found that Chinese electronics company Eufy (part of Anker) has...
over a year ago
SECURITY NEWS Security researchers found that Chinese electronics company Eufy (part of Anker) has major vulnerabilities in its security cameras. The issues include uploading data to the cloud when they said they weren't, and the existence of a URL endpoint that allows an...
One Useful Thing
Thinking Like an AI
A little intuition can help
2 months ago
A little intuition can help
Strange Loop Canon
AI bill vetoed; what's next?
Make AI regulations evidence based
2 months ago
Make AI regulations evidence based
One Useful Thing
Almost an Agent: What GPTs can do
Also, my book has a cover (also I have a book coming out)
a year ago
Also, my book has a cover (also I have a book coming out)
Artificial Ignorance
Workshop: Prompt Engineering for Claude
Watch now | If you’ve ever wanted to level up your AI prompting skills, this is the workshop for...
2 months ago
Watch now | If you’ve ever wanted to level up your AI prompting skills, this is the workshop for you.
The Berkeley...
How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark
When we began studying jailbreak evaluations, we found a fascinating paper claiming that you could...
3 months ago
When we began studying jailbreak evaluations, we found a fascinating paper claiming that you could jailbreak frontier LLMs simply by translating forbidden prompts into obscure languages. Excited by this result, we attempted to reproduce it and found something unexpected.
The...
Weighty Thoughts
Consider the Llama
Are closed source AI models doomed?
5 months ago
Are closed source AI models doomed?
Artificial Ignorance
Stop begging for JSON
How OpenAI's Structured Outputs makes building with AI much more reliable.
a week ago
How OpenAI's Structured Outputs makes building with AI much more reliable.
Andrej Karpathy blog
A Recipe for Training Neural Networks
Some few weeks ago I posted a tweet on “the most common neural net mistakes”, listing a few common...
over a year ago
Some few weeks ago I posted a tweet on “the most common neural net mistakes”, listing a few common gotchas related to training neural nets. The tweet got quite a bit more engagement than I anticipated (including a webinar :)). Clearly, a lot of people have personally encountered...
One Useful Thing
Democratizing the future of education
We are all EdTech designers, now
a year ago
We are all EdTech designers, now
Daniel Miessler
Summary: Andrej Kaparthy on Lex Fridman’s Podcast (Late 2022)
9/10 This is a summary of Andrej Kaparthy’s appearance on Lex Fridman’s podcast in late 2022. My...
a year ago
9/10 This is a summary of Andrej Kaparthy’s appearance on Lex Fridman’s podcast in late 2022. My One-Sentence Summary/Highlight The future of programming is not humans writing code, but neural nets creating weights. Capture Neural networks are mathematical expressions with many...
Society's Backend
Ask Stupid Questions
I’m convinced that after having a fourth or fifth child exhaustion kicks in and a person’s long-term...
a year ago
I’m convinced that after having a fourth or fifth child exhaustion kicks in and a person’s long-term memory ceases to function properly. I’ve become victim to this and I’ve started taking very detailed notes during meetings. If my brain won’t store the information, something else...
Society's Backend
I Beat Newsletter Fatigue With AI
And why direct forms of communication will always be super valuable
10 months ago
And why direct forms of communication will always be super valuable
Society's Backend
Anti-Social Media
How our technology habituates the paradoxical relationship between social media and social isolation
a year ago
How our technology habituates the paradoxical relationship between social media and social isolation
Matt Mazur
Nick Kolenda Reviews Preceden
Nick Kolenda is an author, teacher, and consultant who specializes in the psychology of marketing...
over a year ago
Nick Kolenda is an author, teacher, and consultant who specializes in the psychology of marketing and related topics like pricing optimization, sales psychology, and website behavior. He’s also happens to be a regular in a poker game I host each week. A few months back he...
IEEE Spectrum
How Amazon Is Changing the Future of Robotics and Logistics
This is a sponsored article brought to you by Amazon.
“Innovation doesn’t just happen because you...
6 days ago
This is a sponsored article brought to you by Amazon.
“Innovation doesn’t just happen because you have a good idea,” said Valerie Samzun, a leader in Amazon’s Fulfillment Technologies and Robotics (FTR) division. “It happens because you have the right team, the right...
One Useful Thing
Secret Cyborgs: The Present Disruption in Three Papers
The future is already here, we just need to figure out a few details.
a year ago
The future is already here, we just need to figure out a few details.
One Useful Thing
"Do not fear AI, puny humans... that is not meant as a threat."
What we can learn from a completely AI written & illustrated lecture
a year ago
What we can learn from a completely AI written & illustrated lecture
Daniel Miessler
NO. 358 | NEWS, ANALYSIS & DISCOVERY
🦃 We're doing our second-ever discount on UL Membership starting the day after Thanksgiving. But...
over a year ago
🦃 We're doing our second-ever discount on UL Membership starting the day after Thanksgiving. But that's a Friday, so I'm going to enable the discount link earlier. How early, and how much of a discount? You'll have to find out. If the link works before the date, then it's...
One Useful Thing
How to Use AI to Do Stuff: An Opinionated Guide
Covering the state of play as of Summer, 2023
a year ago
Covering the state of play as of Summer, 2023
Made by Ollin
A Video History of Self-Driving Cars
over a year ago
Matt Mazur
Emergent Mind finally went viral
Last week, the Twitter account Everything Out of Context posted a screenshot showing Google’s...
a year ago
Last week, the Twitter account Everything Out of Context posted a screenshot showing Google’s incorrect response to the search query “country in africa that starts with k”: The tweet went viral, garnering over 133k likes, 6k retweets, and 1k replies. Someone eventually tagged me...
Artificial Ignorance
AI Roundup 048: The Robot Constitution
January 5, 2024.
11 months ago
Frank’s Ramblings
Hierarchical Navigable Small Worlds (HNSW)
(Note: A version of this post has been cross-published to the Zilliz blog)
In a previous blog, we...
a year ago
(Note: A version of this post has been cross-published to the Zilliz blog)
In a previous blog, we took a look at scalar quantization and product quantization - two indexing strategies which are used to reduce the overall size of the database without reducing the scope of a...
Matt Mazur
LearnGPT is now EmergentMind
Naming things is hard. Shortly after ChatGPT launched at the end of November, I decided to build a...
a year ago
Naming things is hard. Shortly after ChatGPT launched at the end of November, I decided to build a site to share ChatGPT examples and eventually be the home to educational content to help people learn more about GPT. To my surprise, there were a lot of relevant available .com...
Artificial Ignorance
AI Roundup 062: Data is the new oil
April 12, 2024.
8 months ago
AI Snake Oil
Starting reading the AI Snake Oil book online today
The book will be published on September 24
3 months ago
The book will be published on September 24
Matt Mazur
Running Mistral 7B Instruct on a Macbook
Similar to yesterday’s post on running Mistral 8x7Bs Mixture of Experts (MOE) model, I wanted to...
a year ago
Similar to yesterday’s post on running Mistral 8x7Bs Mixture of Experts (MOE) model, I wanted to document the steps I took to run Mistral’s 7B-Instruct-v0.2 model on a Mac for anyone else interested in playing around with it. Unlike yesterday’s post though, this 7B Instruct...
Sam Altman
The Merge
A popular topic in Silicon Valley is talking about what year humans and machines will merge (or, if...
over a year ago
A popular topic in Silicon Valley is talking about what year humans and machines will merge (or, if not, what year humans will get surpassed by rapidly improving AI or a genetically enhanced species). Most guesses seem to be between 2025 and 2075.
People used to call this the...
Artificial Ignorance
AI Roundup 054: Ten million tokens
February 16, 2024.
10 months ago
Matt Mazur
The Security Questionnaire Dilemma
About once a year I get an email from someone working in a security and compliance department at a...
a year ago
About once a year I get an email from someone working in a security and compliance department at a large organization asking that I fill out a detailed security questionnaire to help them assess the risk of their employees using Preceden. I received one recently from a large,...
One Useful Thing
Superhuman: What can AI do in 30 minutes?
AI multiplies your efforts. I found out by how much...
a year ago
AI multiplies your efforts. I found out by how much...
Stories by Andrej...
ICML accepted papers institution stats
over a year ago
Artificial Ignorance
Saving the world with AI and government grants
Listen now | A conversation with Helena Merk, founder and CEO of Streamline Climate.
5 months ago
Listen now | A conversation with Helena Merk, founder and CEO of Streamline Climate.
Artificial Ignorance
AI Roundup 034: Meta Connect
September 29, 2023
a year ago
Matt Mazur
Indie Hacking Week 1 Recap: Starting TimelineGPT, Ending LearnGPT
Today marks the end of my first week of full-time indie hacking. I feel like I’m getting in a good...
a year ago
Today marks the end of my first week of full-time indie hacking. I feel like I’m getting in a good groove as far as my daily routine, but I don’t think it’s quite sunk in yet how much flexibility I have in terms of my daily schedule. For example, I’m still waking up early to […]
AI Snake Oil
OpenAI’s policies hinder reproducible research on language models
LLMs have become privately-controlled research infrastructure
a year ago
LLMs have become privately-controlled research infrastructure
Artificial Ignorance
AI Roundup 045: Google's just getting started
December 15, 2023.
a year ago
Society's Backend
Digitizing Smell, Automatic Prompt Optimization, Targeted AI Regulation, an Intro to AI Agents, and...
Society's Backend Reading List 11-04-2024
a month ago
Society's Backend Reading List 11-04-2024
Society's Backend
A Technical Perspective: Has Google Search Gotten Worse?
Providing a technical perspective for a more educated assessment of a complaint I hear quite...
2 months ago
Providing a technical perspective for a more educated assessment of a complaint I hear quite frequently
Society's Backend
Pelosi opposes SB 1047, New LLM Training Paradigms, Prompt Caching to Save 90% of API Costs, and...
Machine learning resources and updates 8/19/2024
4 months ago
Machine learning resources and updates 8/19/2024
Society's Backend
Why Machine Learning Terminology is So Confusing
And definitions for the most important terms you should know
10 months ago
And definitions for the most important terms you should know
Society's Backend
How to Use Benchmarks to Build Successful Machine Learning Systems
And what benchmarks mean for real-world applications
4 months ago
And what benchmarks mean for real-world applications
Daniel Miessler
5 Things I’m Still Waiting for With the iPhone, Apple Watch, and AirPods
I just camped for the new lineup of Apple products, as I have every year since 2007, and I am pretty...
over a year ago
I just camped for the new lineup of Apple products, as I have every year since 2007, and I am pretty impressed. As many have said, this year was an incremental update. The iPhones look nearly identical. And so do the AirPods Pro 2. The exception was the Apple Watch Ultra, which...
The Berkeley...
GPT-4 + Stable-Diffusion = ?: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with...
TL;DR: Text Prompt -> LLM -> Intermediate Representation (such as an image layout) -> Stable...
a year ago
TL;DR: Text Prompt -> LLM -> Intermediate Representation (such as an image layout) -> Stable Diffusion -> Image.
Recent advancements in text-to-image generation with diffusion models have yielded remarkable results synthesizing highly realistic and diverse images. However,...
The Gradient
We Need Positive Visions for AI Grounded in Wellbeing
Introduction
Imagine yourself a decade ago, jumping directly into the present shock of conversing...
4 months ago
Introduction
Imagine yourself a decade ago, jumping directly into the present shock of conversing naturally with an encyclopedic AI that crafts images, writes code, and debates philosophy. Won’t this technology almost certainly transform society — and hasn’t AI’s impact on us so...
IEEE Spectrum
Video Friday: Extreme Off-Road
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE...
a month ago
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.
Humanoids 2024: 22–24 November...
Artificial Ignorance
How to leverage long form content with AI
Specific tools and tactics for authors, podcasters, and videographers.
6 months ago
Specific tools and tactics for authors, podcasters, and videographers.
Artificial Ignorance
AI Roundup 085: You win some, you Newsom
September 20, 2024.
3 months ago
Society's Backend
Weekly Backend #7: 39 Resources and Updates
GPT-4o, Google I/O, Fugaku LLM, Prep for Machine Learning Interviews, and more
7 months ago
GPT-4o, Google I/O, Fugaku LLM, Prep for Machine Learning Interviews, and more
One Useful Thing
My class required AI. Here's what I've learned so far.
(Spoiler alert: it has been very successful, but there are some lessons to be learned)
a year ago
(Spoiler alert: it has been very successful, but there are some lessons to be learned)
Jascha’s blog
Brain dump on the diversity of AI risk
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
...
a year ago
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-1XJMTJ5KCK');
.md h2 {
font-size: 20px;
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AI has the power to change the world in both wonderful and terrible ways. We should try to...
Weighty Thoughts
What is Defensibility?
Back to basics for AI startups and others
8 months ago
Back to basics for AI startups and others
IEEE Spectrum
It's Surprisingly Easy to Jailbreak LLM-Driven Robots
large language models (LLMs) have exploded in popularity, leading a number of companies to explore...
a month ago
large language models (LLMs) have exploded in popularity, leading a number of companies to explore LLM-driven robots. However, a new study now reveals an automated way to hack into such machines with 100 percent success. By circumventing safety guardrails, researchers could...
AI Snake Oil
GPT-4 and professional benchmarks: the wrong answer to the wrong question
OpenAI may have tested on the training data. Besides, human benchmarks are meaningless for bots.
a year ago
OpenAI may have tested on the training data. Besides, human benchmarks are meaningless for bots.
Artificial Ignorance
AI Roundup 082: System prompts
August 30, 2024.
3 months ago
Weighty Thoughts
Let’s Talk About AI Compute
What really matters and why AI computing is exactly the same as all other large-scale computing
a year ago
What really matters and why AI computing is exactly the same as all other large-scale computing
fast.ai
From Deep Learning Foundations to Stable Diffusion
We’ve released our new course with over 30 hours of video content.
a year ago
We’ve released our new course with over 30 hours of video content.
One Useful Thing
Now is the time for grimoires
It isn't data that will unlock AI, it is human expertise
a year ago
It isn't data that will unlock AI, it is human expertise
Society's Backend
All Machine Learning Resources and Updates 06/14/2024
Below are all machine learning resources and updates from the past week you don't want to miss. I’ve...
6 months ago
Below are all machine learning resources and updates from the past week you don't want to miss. I’ve decided to try out separating paid/free updates. I’m constantly trying new ways to make information consumption easier for you while working within the confines of the platforms...
Strange Loop Canon
We all live on a knife's edge, and it's fine
Or: How we weaponised serendipity
8 months ago
Or: How we weaponised serendipity
Daniel Miessler
Reverse Transcription
There are dozens of reasons to be bullish on AI right now, especially in the GPT space where we have...
over a year ago
There are dozens of reasons to be bullish on AI right now, especially in the GPT space where we have AIs producing so much extraordinary art. But I’m excited about something else that we’re naturally evolving GPT into, which I’m calling Reverse Transcription. A bit of background...
AI Snake Oil
A misleading open letter about sci-fi AI dangers ignores the real risks
Misinformation, labor impact, and safety are all risks. But not in the way the letter implies.
a year ago
Misinformation, labor impact, and safety are all risks. But not in the way the letter implies.
The Berkeley...
Virtual Personas for Language Models via an Anthology of Backstories
Anthology, a method for conditioning LLMs to representative, consistent, and diverse virtual...
a month ago
Anthology, a method for conditioning LLMs to representative, consistent, and diverse virtual personas by generating and utilizing naturalistic backstories with rich details of individual values and experience.
-->
We introduce Anthology, a method for conditioning LLMs to...
Artificial Ignorance
AI Roundup 042: sama drama
November 24, 2023.
a year ago
One Useful Thing
The Best Available Human Standard
What are the imperatives of the upside?
a year ago
What are the imperatives of the upside?
One Useful Thing
Signs and Portents
Some hints about what the next year of AI looks like
11 months ago
Some hints about what the next year of AI looks like
Marcus on AI
Casey (Newton) Strikes Out
His continued skepticism of AI skepticism continues to miss the mark
a week ago
His continued skepticism of AI skepticism continues to miss the mark
Society's Backend
Allen AI and DeepSeek are Taking Off, Professional Advice for Working in AI, Agentic Web Design, and...
Society's Backend Reading List 12-2-2024
2 weeks ago
Society's Backend Reading List 12-2-2024
Society's Backend
LLM Research Recap of 2024, Fine-tuning LLM Judges, Amazon's Nova Models, Google's Genie 2, and More
Society's Backend Reading List 12-10-2024
a week ago
Society's Backend Reading List 12-10-2024
Rozado’s Visual...
Northern Awokening: Social-justice and prejudice-signifying language in Canadian news media
I have recently published a report with Aaron Wudrick from the Macdonald-Laurier Institute about...
a year ago
I have recently published a report with Aaron Wudrick from the Macdonald-Laurier Institute about changes in the language that the news media in Canada use. I have documented previously how in American news media mentions of terms that signify distinct forms of prejudice have...
Society's Backend
Alignment: Understanding the Multi-Billion Dollar Opportunity within Machine Learning
A glimpse into the biggest challenge in the world of AI, why it matters to you, and why it's worth...
10 months ago
A glimpse into the biggest challenge in the world of AI, why it matters to you, and why it's worth so much
Daniel Miessler
Podcast Audio Quality: AI-based Post-processing vs. Hardware
I’ve been podcasting since 2015 and got really into audio when the plague started. Like…too much....
over a year ago
I’ve been podcasting since 2015 and got really into audio when the plague started. Like…too much. Anyway. I’ve been obsessed with podcast audio quality for years, and have been through so…many…iterations of my setup. I started with a Yeti (still a great mic). Did the...
Artificial Ignorance
AI Roundup 069: Project Greymatter
May 31, 2024.
6 months ago
Frank’s Ramblings
My Experience Living and Working in China, Part I
In this four-part article, I’ll go over some of the lessons I learned living and doing business in...
over a year ago
In this four-part article, I’ll go over some of the lessons I learned living and doing business in China’s tech industry. During my time in China, I’ve led a team of 10+ engineers to develop a location-based IoT and sensing platform, co-founded an open-source project called...
fast.ai
The Jupyter+git problem is now solved
Previously, using git with Jupyter could create conflicts and break notebooks. With nbdev2, the...
over a year ago
Previously, using git with Jupyter could create conflicts and break notebooks. With nbdev2, the problem has been totally solved.
Rozado’s Visual...
The Prevalence of Prejudice-Denoting Terms in Spanish Newspapers
Published paper Twitter summary Introduction Previous scholarly literature here and here has...
over a year ago
Published paper Twitter summary Introduction Previous scholarly literature here and here has documented a pronounced increase in the prevalence of prejudice-denoting terms in American news media content. Some have referred to this shift in journalistic discourse and related...
Artificial Ignorance
10 AI predictions for 2024
Hey Siri, set a reminder for 365 days.
12 months ago
Hey Siri, set a reminder for 365 days.
Artificial Ignorance
AI Roundup 055: Race conditions
February 23, 2023.
10 months ago
Rozado’s Visual...
Which is the Wokest AI?
A Wokeness Ranking of LLMs
9 months ago
A Wokeness Ranking of LLMs
One Useful Thing
In Praise of Boring AI
Automation has always been about killing tedious work. AI can do the same.
a year ago
Automation has always been about killing tedious work. AI can do the same.
Artificial Ignorance
Workshop: Midjourney Masterclass with Daniel Nest
“This is one of the only webinars where I've actually been glued to my screen for the entire time,...
3 months ago
“This is one of the only webinars where I've actually been glued to my screen for the entire time, not distracted by passing whimsies...
One Useful Thing
What people ask me most. Also, some answers.
A FAQ of sorts
a year ago
Marcus on AI
An epidemic of weirdly precise AI butt facts
The parade of made-up numbers never stops
a month ago
The parade of made-up numbers never stops
One Useful Thing
AI is not good software. It is pretty good people.
A pragmatic approach to thinking about AI
a year ago
A pragmatic approach to thinking about AI
Stories by Andrej...
ICLR 2017 vs arxiv-sanity
over a year ago
AI Snake Oil
I set up a ChatGPT voice interface for my 3-year old. Here’s how it went.
Chatbots are likely to revive familiar debates about kids and apps
a year ago
Chatbots are likely to revive familiar debates about kids and apps
Society's Backend
An AI Revolution Isn't Coming - We're Already In It
A small showcase of companies using AI in ways that will change your life
a year ago
A small showcase of companies using AI in ways that will change your life
The Berkeley...
Why do Policy Gradient Methods work so well in Cooperative MARL? Evidence from Policy Representation
In cooperative multi-agent reinforcement learning (MARL), due to its on-policy nature, policy...
over a year ago
In cooperative multi-agent reinforcement learning (MARL), due to its on-policy nature, policy gradient (PG) methods are typically believed to be less sample efficient than value decomposition (VD) methods, which are off-policy. However, some recent empirical studies demonstrate...
Weighty Thoughts
When the AI Bubble Bursts
It’s when, not if, for these kinds of new technologies
6 months ago
It’s when, not if, for these kinds of new technologies
Artificial Ignorance
AI Roundup 089: Adobe MAX
October 18, 2024.
2 months ago
The Gradient
Why transformative artificial intelligence is really, really hard to achieve
A collection of the best technical, social, and economic arguments
Humans have a good track record...
a year ago
A collection of the best technical, social, and economic arguments
Humans have a good track record of innovation. The mechanization of agriculture, steam engines, electricity, modern medicine, computers, and the internet—these technologies radically changed the world. Still, the...
Artificial Ignorance
How Shopify is making AI Magic
A case study on turning competitive advantages into useful AI.
a year ago
A case study on turning competitive advantages into useful AI.
Marcus on AI
Don’t Ride This Bike! Generative AI’s persistent trouble with compositionality and parts
When the text-to-image AI generation system DALL-E2 was released in April 2022, the two of us,...
a week ago
When the text-to-image AI generation system DALL-E2 was released in April 2022, the two of us, together with Scott Aaronson, ran some informal experiments to probe its abilities.
AI Snake Oil
The bait and switch behind AI risk prediction tools
Toronto recently used an AI tool to predict when a public beach will be safe. It went horribly awry....
over a year ago
Toronto recently used an AI tool to predict when a public beach will be safe. It went horribly awry. The developer claimed the tool achieved over 90% accuracy in predicting when beaches would be safe to swim in. But the tool did much worse: on a majority of the days when the...
Artificial Ignorance
AI Roundup 052: AI, EO, DPA
February 2, 2024.
10 months ago
fast.ai
There’s no such thing as not a math person
Many cultural factors, misconceptions, stereotypes, and obstacles turn people off to math.
over a year ago
Many cultural factors, misconceptions, stereotypes, and obstacles turn people off to math.
Matt Mazur
Preceden’s Spam Problem
Around a year ago, I started noticing some spammy timelines being created on Preceden, my SaaS...
a year ago
Around a year ago, I started noticing some spammy timelines being created on Preceden, my SaaS timeline maker tool. I’m honestly surprised it took spammers so long: Preceden is a freemium product (meaning people can sign up and try it for free), the product makes it very easy to...
Artificial Ignorance
AI Roundup 084: Strawberry / o1
September 13, 2024.
3 months ago
Daniel Miessler
OpenAI’s Purpose is to Build AGI, and What That Means
Sam Altman, the CEO of OpenAI, has said multiple times that, He says it in this video as well. >...
a year ago
Sam Altman, the CEO of OpenAI, has said multiple times that, He says it in this video as well. > We’re very much here to build AGI. Sam Altman I am not sure how many people realize this about the company. They’re not like playing with other AI-related tech and AGI might come out...
Society's Backend
One Year of Society's Backend
The lessons I've learned along the way
4 months ago
The lessons I've learned along the way
AI Snake Oil
What the executive order means for openness in AI
Good news on paper, but the devil is in the details
a year ago
Good news on paper, but the devil is in the details
AI Snake Oil
Is Avoiding Extinction from AI Really an Urgent Priority?
The history of technology suggests that the greatest risks come not from the tech, but from the...
a year ago
The history of technology suggests that the greatest risks come not from the tech, but from the people who control it
Artificial Ignorance
AI Roundup 057: Claude 3
March 8, 2024.
9 months ago
Artificial Ignorance
OpenAI's o1 is a misunderstood model
Are the latest "reasoning" breakthroughs all they're hyped up to be?
3 months ago
Are the latest "reasoning" breakthroughs all they're hyped up to be?
Rozado’s Visual...
The Political Preferences of LLMs
Substantial political homogeneity in Large Language Models (LLMs) responses to questions with...
10 months ago
Substantial political homogeneity in Large Language Models (LLMs) responses to questions with political connotations
Society's Backend
All Machine Learning Resources and Updates 06/21/2024
Below are the machine learning resources and updates from the past few days you don't want to miss....
6 months ago
Below are the machine learning resources and updates from the past few days you don't want to miss. If you want all the ML updates from X, follow me there. Mamba + Sliding Window Attention = SAMBA with Efficient Unlimited... China runs to be one of top global players in AI model...
Andrej Karpathy blog
What a Deep Neural Network thinks about your #selfie
Convolutional Neural Networks are great: they recognize things, places and people in your personal...
over a year ago
Convolutional Neural Networks are great: they recognize things, places and people in your personal photos, signs, people and lights in self-driving cars, crops, forests and traffic in aerial imagery, various anomalies in medical images and all kinds of other useful things. But...
Andrej Karpathy blog
Deep Reinforcement Learning: Pong from Pixels
-->
This is a long overdue blog post on Reinforcement Learning (RL). RL is hot! You may have...
over a year ago
-->
This is a long overdue blog post on Reinforcement Learning (RL). RL is hot! You may have noticed that computers can now automatically learn to play ATARI games (from raw game pixels!), they are beating world champions at Go, simulated quadrupeds are learning to run and leap,...
fast.ai
In defense of screen time
Pundits say my husband and I are parenting wrong.
a month ago
Pundits say my husband and I are parenting wrong.
One Useful Thing
What AI can do with a toolbox... Getting started with Code Interpreter
Democratizing data analysis with AI
a year ago
Democratizing data analysis with AI
Marcus on AI
An AI rumor you won’t want to miss
Converging evidence that the core hypothesis driving generative AI may be wrong
a month ago
Converging evidence that the core hypothesis driving generative AI may be wrong
The Berkeley...
Reverse engineering the NTK: towards first-principles architecture design
Deep neural networks have enabled technological wonders ranging from voice recognition to machine...
over a year ago
Deep neural networks have enabled technological wonders ranging from voice recognition to machine transition to protein engineering, but their design and application is nonetheless notoriously unprincipled.
The development of tools and methods to guide this process is one of the...
The Berkeley...
TinyAgent: Function Calling at the Edge
The ability of LLMs to execute commands through plain language (e.g. English) has enabled agentic...
6 months ago
The ability of LLMs to execute commands through plain language (e.g. English) has enabled agentic systems that can complete a user query by orchestrating the right set of tools (e.g. ToolFormer, Gorilla). This, along with the recent multi-modal efforts such as the GPT-4o or...
Daniel Miessler
Using Custom Searches in Safari (in 2022)
I’ve just started using Safari again after being on Chrome for a while, and one of the things I miss...
over a year ago
I’ve just started using Safari again after being on Chrome for a while, and one of the things I miss most from Chrome is custom searches. There you can search Amazon directly from the address bar by doing: You can change the search prompts to be single letters like ‘a’ for...
Sam Altman
How To Be Successful
I’ve observed thousands of founders and thought a lot about what it takes to make a huge amount of...
over a year ago
I’ve observed thousands of founders and thought a lot about what it takes to make a huge amount of money or to create something important. Usually, people start off wanting the former and end up wanting the latter.
Here are 13 thoughts about how to achieve such outlier...
Society's Backend
OpenAI's o1, Model Merging, California Approves AI Regulation, and More
Machine learning resources and updates 2024-09-17
3 months ago
Machine learning resources and updates 2024-09-17
The Gradient
The Artificiality of Alignment
This essay first appeared in Reboot.
Credulous, breathless coverage of “AI existential risk”...
a year ago
This essay first appeared in Reboot.
Credulous, breathless coverage of “AI existential risk” (abbreviated “x-risk”) has reached the mainstream. Who could have foreseen that the smallcaps onomatopoeia “ꜰᴏᴏᴍ” — both evocative of and directly derived from children’s cartoons —
Artificial Ignorance
Tutorial: How to streamline your writing process with Whisper and GPT-4
These Python scripts help me write 3x faster and go from loose ideas to first draft in minutes.
7 months ago
These Python scripts help me write 3x faster and go from loose ideas to first draft in minutes.
fast.ai
A new old kind of R&D lab
Answer.AI is a new kind of AI R&D lab which creates practical end-user products based on...
a year ago
Answer.AI is a new kind of AI R&D lab which creates practical end-user products based on foundational research breakthroughs.
fast.ai
AI Harms are Societal, Not Just Individual
In the west, our ideas of harm are largely anchored to an individual being harmed by a particular...
over a year ago
In the west, our ideas of harm are largely anchored to an individual being harmed by a particular action at a discrete moment in time. Yet the harms caused by algorithmic systems are often collective and communal.
One Useful Thing
Setting time on fire and the temptation of The Button
We used to consider writing an indication of time and effort spent on a task. That isn't true...
a year ago
We used to consider writing an indication of time and effort spent on a task. That isn't true anymore.
Sam Altman
Please Fund More Science
Experts on the COVID-19 pandemic seem to think there are three ways out—that is, for life, health,...
over a year ago
Experts on the COVID-19 pandemic seem to think there are three ways out—that is, for life, health, and the economy to return roughly to normal.
Either we get a vaccine good enough that R0 for the world goes below 1, a good enough treatment that people no longer need to be...
Society's Backend
AI and Software Reading List 4: State of the Job Market, Apple's Private Cloud Compute Released for...
Society's Backend Reading List 10-28-2024
a month ago
Society's Backend Reading List 10-28-2024
AI Snake Oil
Tech policy is only frustrating 90% of the time
That’s what makes it worthwhile
8 months ago
That’s what makes it worthwhile
Rozado’s Visual...
What is the IQ of ChatGPT?
Making an AI model take an IQ test
over a year ago
Making an AI model take an IQ test
One Useful Thing
Reshaping the tree: rebuilding organizations for AI
Technological change brings organizational change.
a year ago
Technological change brings organizational change.
Matt Mazur
Experimenting with GPT-4 Turbo’s JSON mode
One of the many new features announced at yesterday’s OpenAI dev day is better support for...
a year ago
One of the many new features announced at yesterday’s OpenAI dev day is better support for generating valid JSON output. From the JSON mode docs: A common way to use Chat Completions is to instruct the model to always return JSON in some format that makes sense for your use case,...
One Useful Thing
A quick and sobering guide to cloning yourself
It took me a few minutes to create a fake me giving a fake lecture.
a year ago
It took me a few minutes to create a fake me giving a fake lecture.
Strange Loop Canon
Whither Utopia?
The mystery of why we don't dream of building perfect societies anymore
6 months ago
The mystery of why we don't dream of building perfect societies anymore
AI Snake Oil
AI leaderboards are no longer useful. It's time to switch to Pareto curves.
What spending $2,000 can tell us about evaluating AI agents
7 months ago
What spending $2,000 can tell us about evaluating AI agents
Marcus on AI
A new AI scaling law shell game?
Scaling laws were supposed to be, well, laws.
4 weeks ago
Scaling laws were supposed to be, well, laws.
fast.ai
Is Avoiding Extinction from AI Really an Urgent Priority?
The history of technology suggests that the greatest risks come not from the tech, but from the...
a year ago
The history of technology suggests that the greatest risks come not from the tech, but from the people who control it
Society's Backend
What Makes Machine Learning so Hard for Software Engineers
How decades of learning a mindset makes adapting difficult
4 months ago
How decades of learning a mindset makes adapting difficult
Artificial Ignorance
AI Roundup 044: Google Gemini
December 8, 2023.
a year ago
IEEE Spectrum
Zen and the Art of Aibo Engineering
Sony’s team made that happen. And since Aibo’s debut, the company has sold
more than 170,000 of...
a week ago
Sony’s team made that happen. And since Aibo’s debut, the company has sold
more than 170,000 of the cute little quadrupeds—a huge number considering their price of several thousand dollars each. From the start, Aibo could express a range of simulated emotions and learn through...
AI Snake Oil
Does ChatGPT have a liberal bias?
A new paper making this claim has many flaws. But the question merits research
a year ago
A new paper making this claim has many flaws. But the question merits research
One Useful Thing
Gradually, then Suddenly: Upon the Threshold
Small improvements can lead to big changes
5 months ago
Small improvements can lead to big changes
Society's Backend
A Privacy Review: Google
I read Google's privacy policy for you
a year ago
I read Google's privacy policy for you
Daniel Miessler
The 2 Current Major AI Bottlenecks
I’ve been going hardcore on using GPT to create essays, reports, and other kinds of analysis. I’ve...
a year ago
I’ve been going hardcore on using GPT to create essays, reports, and other kinds of analysis. I’ve had tons of success with it, and it’s given me a clear view of current limitations with the current tech. I’m not complaining. This stuff is brand-new. Here are the current...
AI Snake Oil
One year update: book submitted; TIME 100; Sep 21 online workshop
It's been an eventful year
a year ago
It's been an eventful year
Artificial Ignorance
AI Roundup 065: The gpt2-chatbot mystery
May 3, 2024.
7 months ago
One Useful Thing
What OpenAI did
A new model opens up new possibilities
7 months ago
A new model opens up new possibilities
Daniel Miessler
NO. 355 | NEWS & ANALYSIS SERIES
SECURITY NEWS ⛔️ There is likely to be a critical TLS vulnerability released this week. Consider...
over a year ago
SECURITY NEWS ⛔️ There is likely to be a critical TLS vulnerability released this week. Consider getting your teams ready by looking for your instances before it drops. ZDNET | GLOBALSIGN | REDDIT DISCUSSION The US accused 13 Chinese nationals of committing espionage-related...
Society's Backend
Positioning Myself: The Greatest Piece of Career Advice I've Ever Received
And how it changed my personal life too
12 months ago
And how it changed my personal life too
Society's Backend
The Slow, Painful Death of the Free Content Creator
It's happening as you read this
a year ago
It's happening as you read this
The Berkeley...
Interactive Fleet Learning
Figure 1: “Interactive Fleet Learning” (IFL) refers to robot fleets in industry and academia that...
a year ago
Figure 1: “Interactive Fleet Learning” (IFL) refers to robot fleets in industry and academia that fall back on human teleoperators when necessary and continually learn from them over time.
In the last few years we have seen an exciting development in robotics and artificial...
Rozado’s Visual...
El desproporcionado número de referencias al machismo en los medios de comunicación españoles
Los medios de comunicación españoles constituyen una anomalía en comparación con sus homólogos...
a year ago
Los medios de comunicación españoles constituyen una anomalía en comparación con sus homólogos internacionales por su alto número de referencias al machismo que triplican a las de cualquier otro país
Weighty Thoughts
One Definite Sign of a Bad Startup Idea
If you can’t tell anyone about your startup idea, it's not a good idea
over a year ago
If you can’t tell anyone about your startup idea, it's not a good idea
fast.ai
Mojo may be the biggest programming language advance in decades
Mojo is a new programming language, based on Python, which fixes Python’s performance and deployment...
a year ago
Mojo is a new programming language, based on Python, which fixes Python’s performance and deployment problems.
Artificial Ignorance
AI Roundup 070: AI whistleblowers
June 7, 2024.
6 months ago
Society's Backend
What you need to understand about LLM creativity
An simple overview of temperature and its effect on LLM output
7 months ago
An simple overview of temperature and its effect on LLM output
PromptArmor Blog
Data Exfiltration from Slack AI via indirect prompt injection
Authors: PromptArmor
4 months ago
Society's Backend
Bridging the Gap from Simple Algebra to Machine Learning
You probably know more about machine learning math than you think
10 months ago
You probably know more about machine learning math than you think
Daniel Miessler
Sponsored Interview: Erkang Zheng of JupiterOne
In this standalone episode we’re doing a sponsored interview with Erkang Zheng of JupiterOne. So...
over a year ago
In this standalone episode we’re doing a sponsored interview with Erkang Zheng of JupiterOne. So Jupiter One is a special company to me. I just built a vuln management program at Robinhood based around them, and I believe so much in their vision that I’m looking to actually...
Society's Backend
Why Rust Isn't Killing C++
And a consideration for choosing a language
8 months ago
And a consideration for choosing a language
Made by Ollin
HintBot
Hinting icons automatically with a neural network
over a year ago
Hinting icons automatically with a neural network
Artificial Ignorance
AI Roundup 028: Sunak's Safety Summit
August 18, 2023
a year ago
Society's Backend
Welcome to 2024: The Year Where AI is No Longer an Option
Why everyone should learn about machine learning
11 months ago
Why everyone should learn about machine learning
Sam Altman
E Pur Si Muove
Earlier
this year, I noticed something in China that really surprised me. I
realized I felt more...
over a year ago
Earlier
this year, I noticed something in China that really surprised me. I
realized I felt more comfortable discussing controversial ideas in Beijing than
in San Francisco. I didn’t feel completely comfortable—this was China,
after all—just more comfortable than at home.
That...
Society's Backend
Coming soon!
Weekly publications to teach you about the technology that governs our society and how it impacts...
a year ago
Weekly publications to teach you about the technology that governs our society and how it impacts you. Coming in August!
Society's Backend
JAX is for More Than Just Machine Learning
What JAX is and its potential applications
6 months ago
What JAX is and its potential applications
One Useful Thing
Using AI to make teaching easier & more impactful
Here are five strategies and prompts that work for GPT-3.5 & GPT-4
a year ago
Here are five strategies and prompts that work for GPT-3.5 & GPT-4
Weighty Thoughts
CUDA is Still a Giant Moat for NVIDIA
Despite everyone’s focus on hardware, the software of AI is what protects NVIDIA
9 months ago
Despite everyone’s focus on hardware, the software of AI is what protects NVIDIA
Daniel Miessler
Custom Models Are AI’s Killer App
The killer app for AI right now is the universal “custom AI model”. Consume your whole business. Or...
a year ago
The killer app for AI right now is the universal “custom AI model”. Consume your whole business. Or your whole life experience. Every text. Every Slack. Every journal entry. Every blog post. Everything you’ve said or written publicly. All your logs. All your documentation. Turn...
Rozado’s Visual...
The political preferences of Grok
Elon Musk's response to ChatGPT
a year ago
Elon Musk's response to ChatGPT
Artificial Ignorance
I gave ChatGPT access to my Gmail
I'm sure this will end well.
a year ago
I'm sure this will end well.
fast.ai
Qualitative humanities research is crucial to AI
Following the thread of any seemingly quantitative issue in AI ethics (such as determining if...
over a year ago
Following the thread of any seemingly quantitative issue in AI ethics (such as determining if software to rate loan applicants is racially biased or evaluating YouTube’s recommendation system) quickly leads to a host of qualitative questions. Unfortunately, there is often a large...
Artificial Ignorance
Getting to the top of the GPT Store (and building an AI-native search engine, too)
Listen now | A conversation with Christian Salem, founder and CPO of Consensus.
8 months ago
Listen now | A conversation with Christian Salem, founder and CPO of Consensus.
Artificial Ignorance
AI Roundup 037: The AI IPCC
October 20, 2023.
a year ago
One Useful Thing
Scaling: The State of Play in AI
A brief intergenerational pause...
3 months ago
A brief intergenerational pause...
Matt Mazur
Redesigning Preceden’s Pricing Page
Milan (Preceden’s designer) and I recently wrapped up a project to redesign Preceden’s pricing page....
a year ago
Milan (Preceden’s designer) and I recently wrapped up a project to redesign Preceden’s pricing page. Here’s the previous above-the-fold content: And here’s how the new design turned out: Few things to highlight: Very happy with how it turned out. Kudus to Milan for suggesting we...
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