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
Weighty Thoughts
Why ChatGPT Strawberry o1 (and other LLMs) will Never be Good at Diagnosis
“Connectionist” vs. Knowledge-Based AI
2 months ago
“Connectionist” vs. Knowledge-Based AI
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...
Strange Loop Canon
LLMs have special intelligence, not general, and that's plenty.
“Life can only be understood backwards, but it must be lived forwards.”
9 months ago
“Life can only be understood backwards, but it must be lived forwards.”
One Useful Thing
On-boarding your AI Intern
There's a somewhat weird alien who wants to work for free for you. You should probably get started.
a year ago
There's a somewhat weird alien who wants to work for free for you. You should probably get started.
One Useful Thing
Democratizing the future of education
We are all EdTech designers, now
a year ago
We are all EdTech designers, now
Sam Altman
Greg
A lot of people ask me what the ideal cofounder looks
like. I now have an answer: Greg...
over a year ago
A lot of people ask me what the ideal cofounder looks
like. I now have an answer: Greg Brockman.
Every successful startup I know has at least one person who
provides the force of will to make the startup happen. I’d thought a lot
about this in the abstract while advising YC...
Daniel Miessler
My Prediction For Twitter
I’m a bit Elon and Twittered out, but I want to capture a basic prediction about all the...
over a year ago
I’m a bit Elon and Twittered out, but I want to capture a basic prediction about all the shenanigans. As for my take on things, I will just say that Elon miscalculated a number of things in his handling of the transition. I think he thought his actions would be better received....
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.
Sam Altman
Time to Take a Stand
It is time for tech companies to start speaking up about
some of the actions taken by President...
over a year ago
It is time for tech companies to start speaking up about
some of the actions taken by President Trump’s administration.
There are many actions from his first week that are
objectionable. In repeatedly
invoking unsubstantiated conspiracy theories (like the 3 million...
Artificial Ignorance
Blade Runner 2024
Reddit's AI Hunters and the quest for authentic digital experiences.
3 months ago
Reddit's AI Hunters and the quest for authentic digital experiences.
Artificial Ignorance
AI Roundup 083: Bioacoustics
September 6, 2024.
3 months ago
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...
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...
Artificial Ignorance
What are logprobs?
Something to do with logs and probabilities.
11 months ago
Something to do with logs and probabilities.
Artificial Ignorance
AI Roundup 052: AI, EO, DPA
February 2, 2024.
10 months ago
Daniel Miessler
News & Analysis | NO. 351
over a year ago
Artificial Ignorance
AI Roundup 042: sama drama
November 24, 2023.
a year ago
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
AI Snake Oil
People keep anthropomorphizing AI. Here’s why
Companies and journalists both contribute to the confusion
a year ago
Companies and journalists both contribute to the confusion
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...
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?
fast.ai
Deep Learning Foundations Signup, Open Source Scholarships, & More
Signups are now open for Practical Deep Learning for Coders Part 2, 2022. Scholarships are available...
over a year ago
Signups are now open for Practical Deep Learning for Coders Part 2, 2022. Scholarships are available for fast.ai community contributors, open source developers, and diversity scholars.
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
Tutorial: How to make and share custom GPTs
They're not going to disrupt everything (yet), but they're a ton of fun.
a year ago
They're not going to disrupt everything (yet), but they're a ton of fun.
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.
Strange Loop Canon
Power, money and human nature
Thoughts on OpenAI, a tragedy
a year ago
Thoughts on OpenAI, a tragedy
Daniel Miessler
NO. 369 | Reddit Hack, Deepfake Scams, Embracing Change…
✅ Please subscribe to and give a 17-star review to this show on Apple Podcasts and Spotify. Thank...
a year ago
✅ Please subscribe to and give a 17-star review to this show on Apple Podcasts and Spotify. Thank you! SECURITY Reddit has confirmed it was hacked, and it’s recommending users add 2FA. The attack started by phishing Reddit employees and stealing credentials and 2FA codes. After...
Andrej Karpathy blog
Self-driving as a case study for AGI
Sparked by progress in Large Language Models (LLMs), there’s a lot of chatter recently about AGI,...
11 months ago
Sparked by progress in Large Language Models (LLMs), there’s a lot of chatter recently about AGI, its timelines, and what it might look like. Some of it is hopeful and optimistic, but a lot of it is fearful and doomy, to put it mildly. Unfortunately, a lot of it is also very...
PromptArmor Blog
Coming soon
This is PromptArmor Blog.
a year ago
This is PromptArmor Blog.
Daniel Miessler
Twitter’s Blue Checkmark Strategy Reduces Trust in Pursuit of Revenue
When I heard that Twitter was going to open the blue checkmark up to anyone willing to pay $8/month,...
over a year ago
When I heard that Twitter was going to open the blue checkmark up to anyone willing to pay $8/month, I was happy. As a legacy holder of the checkmark there’s a slight band-aid-sting of the check indicating specialness—who doesn’t want to feel special?—but I’d much rather see a...
Andrej Karpathy blog
Biohacking Lite
Throughout my life I never paid too much attention to health, exercise, diet or nutrition. I knew...
over a year ago
Throughout my life I never paid too much attention to health, exercise, diet or nutrition. I knew that you’re supposed to get some exercise and eat vegetables or something, but it stopped at that (“mom said”-) level of abstraction. I also knew that I can probably get away with...
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
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
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
Artificial Ignorance
How to build an AI search engine (Part 1)
Working with Claude, Brave, and streaming responses.
2 months ago
Working with Claude, Brave, and streaming responses.
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.
Artificial Ignorance
AI Roundup 092: Watermarking the AI wave
November 8, 2024.
a month ago
Marcus on AI
Cognitive scientist Gary Marcus says AI must be regulated. He has a plan.
Fantastic writeup of my views today at The Wall Street Journal:
3 weeks ago
Fantastic writeup of my views today at The Wall Street Journal:
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...
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
One Useful Thing
Acceleration.
7 days of new AI technologies shows us that everything is happening very fast.
a year ago
7 days of new AI technologies shows us that everything is happening very fast.
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
Society's Backend
OpenAI's Strawberry May Enhance AI Reasoning, Optimization of Vision Language Models, Info on...
Weekly updates and resources 7/15/24
5 months ago
Weekly updates and resources 7/15/24
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
Artificial Ignorance
The hidden side of Apple Intelligence
More than just another keynote recap.
6 months ago
More than just another keynote recap.
Artificial Ignorance
Tutorial: How to build an AI agent (Part 2)
Part 2: Giving our agent internet access.
a year ago
Part 2: Giving our agent internet access.
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
Sam Altman
Researchers and Founders
I spent many years working with founders and now I work with researchers.
Although there are always...
over a year ago
I spent many years working with founders and now I work with researchers.
Although there are always individual exceptions, on average it’s surprising to me how different the best people in these groups are (including in some qualities that I had assumed were present in great...
Artificial Ignorance
AI Roundup 061: The AI innovator's dilemma
April 5, 2024.
8 months ago
Matt Mazur
Friday Updates: Prepping TimelineGPT for Launch, Viva la EmergentMind
Preceden This week consisted of Milan (Preceden’s designer) and I getting TimelineGPT (the AI...
a year ago
Preceden This week consisted of Milan (Preceden’s designer) and I getting TimelineGPT (the AI content generator we’re working on) from 80% ready to ship to 98%. Lots of small, boring tasks like: Hopefully can launch the v1 early next week, rolling it out to 25% of users and then...
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
Rozado’s Visual...
Prevalence in News Media of Two Competing Hypotheses about COVID-19 Origins
Published article Quick Twitter summary Introduction As of August 2021, the origins of the...
over a year ago
Published article Quick Twitter summary Introduction As of August 2021, the origins of the SARS-CoV-2 virus that caused the COVID-19 pandemic remain a mystery. This essay summarizes a recent article I published about the prevalence in news media articles of two popular hypotheses...
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
IEEE Spectrum
Forums, Competitions, Challenges: Inspiring Creativity in Robotics
This is a sponsored article brought to you by Khalifa University of Science and Technology.
A total...
2 months ago
This is a sponsored article brought to you by Khalifa University of Science and Technology.
A total of eight intense competitions to inspire creativity and innovation along with 13 forums dedicated to diverse segments of robotics and artificial intelligence will be part of the...
Strange Loop Canon
Evaluations are all we need
On analysing talent in LLMs
11 months ago
On analysing talent in LLMs
AI Snake Oil
On the Societal Impact of Open Foundation Models
Adding precision to the debate on openness in AI
9 months ago
Adding precision to the debate on openness in AI
Daniel Miessler
News & Analysis | NO. 349
over a year ago
Rozado’s Visual...
The Increasing Prominence of Prejudice and Social Justice Rhetoric in UK News Media
I have recently published a report with Matthew Goodwin about the increasing prominence of prejudice...
over a year ago
I have recently published a report with Matthew Goodwin about the increasing prominence of prejudice and social justice rhetoric in UK news media. Recent years have seen considerable debate about the rise of political polarization in British society. Specifically, over the last...
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
AI Snake Oil
AI existential risk probabilities are too unreliable to inform policy
How speculation gets laundered through pseudo-quantification
4 months ago
How speculation gets laundered through pseudo-quantification
Rozado’s Visual...
El sesgo político de ChatGPT
A la izquierda del centro político
a year ago
A la izquierda del centro político
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.
One Useful Thing
Four Singularities for Research
The rise of AI is creating both crisis and opportunity
7 months ago
The rise of AI is creating both crisis and opportunity
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
Society's Backend
Why Software Engineers Need to Understand Machine Learning
And how ML helps software engineers in their daily work
6 months ago
And how ML helps software engineers in their daily work
Artificial Ignorance
Case Study: Scaling customer intelligence
Analyzing 10,000 sales calls with Claude
3 weeks ago
Analyzing 10,000 sales calls with Claude
Rozado’s Visual...
Is The Great Awokening Really Winding Down? Part II: Evidence from News Media
Others (here, here and here) have argued previously that The Great Awokening might be winding down....
a year ago
Others (here, here and here) have argued previously that The Great Awokening might be winding down. I have shown before some preliminary evidence from Twitter content about how Great Awokening terminology with negative connotations are indeed down but those with positive...
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)
Artificial Ignorance
AI Roundup 076: Grand theft audio
July 19, 2024.
5 months ago
Artificial Ignorance
How to build an AI search engine (Part 2)
VC funding, here we come.
2 months ago
VC funding, here we come.
Made by Ollin
Singing Style Transfer
Initial Experiments
over a year ago
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
Society's Backend
Meta's New Segmentation Model, A New Open-Source Image Generation Model, Apple Intelligence Model...
Machine learning resources and updates 8/5/2024
4 months ago
Machine learning resources and updates 8/5/2024
Artificial Ignorance
AI Roundup 070: AI whistleblowers
June 7, 2024.
6 months ago
Artificial Ignorance
AI Roundup 097: Model Mayhem
December 13, 2024.
a week ago
Weighty Thoughts
News Roundup: May 27, 2014 🧴
Why does Google suck so much, Microsoft Co-Pilot Everywhere, and Sam Altman
6 months ago
Why does Google suck so much, Microsoft Co-Pilot Everywhere, and Sam Altman
Society's Backend
AI Reading List 2: Mathematical Limitations of LLMs, A SQL Roadmap for Data Science, and...
Society's Backend Reading List 10-14-2024
2 months ago
Society's Backend Reading List 10-14-2024
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...
Rozado’s Visual...
RightWingGPT – An AI Manifesting the Opposite Political Biases of ChatGPT
The Dangers of Politically Aligned AIs and their Negative Effects on Societal Polarization
a year ago
The Dangers of Politically Aligned AIs and their Negative Effects on Societal Polarization
One Useful Thing
The practical guide to using AI to do stuff
A resource for students in my classes (and other interested people).
a year ago
A resource for students in my classes (and other interested people).
The Berkeley...
Rethinking Human-in-the-Loop for Artificial Augmented Intelligence
How do we build and evaluate an AI system for real-world applications? In most AI research, the...
over a year ago
How do we build and evaluate an AI system for real-world applications? In most AI research, the evaluation of AI methods involves a training-validation-testing process. The experiments usually stop when the models have good testing performance on the reported datasets because...
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
AI Snake Oil is now available to preorder
What artificial intelligence can do, what it can't, and how to tell the difference
8 months ago
What artificial intelligence can do, what it can't, and how to tell the difference
Daniel Miessler
NO. 367 | Hive Ransom, Anti-Google, Software 2.0…
🎙️If you’re not subscribed to the podcast version of the newsletter, please add it using with your...
a year ago
🎙️If you’re not subscribed to the podcast version of the newsletter, please add it using with your favorite client! APPLE | SPOTIFY | OTHER SECURITY NEWS The FBI infiltrated the HIVE ransomware group, stopping over $130 million in ransomware attacks. HIVE is known for going...
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...
Sam Altman
American Equity
I’d like feedback on the following idea.
I think that every adult US citizen should get an annual...
over a year ago
I’d like feedback on the following idea.
I think that every adult US citizen should get an annual share of the US GDP.
I believe that owning something like a share in America would align all of us in making the country as successful as possible—the better the country does, the...
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
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...
Strange Loop Canon
I wrote a book!
AI enables us to, finally, get "soft" APIs
a year ago
AI enables us to, finally, get "soft" APIs
AI Snake Oil
Are open foundation models actually more risky than closed ones?
A policy brief on open foundation models
a year ago
A policy brief on open foundation models
One Useful Thing
Confronting Impossible Futures
We shouldn't be certain about what is next, but we should plan for it
5 months ago
We shouldn't be certain about what is next, but we should plan for it
Artificial Ignorance
AI Roundup 098: Flash Thinking
December 20, 2024.
2 days ago
Artificial Ignorance
AI Roundup 060: Another CEO gone
March 29, 2024.
8 months ago
Artificial Ignorance
Workshop: Enough GPT To Be Dangerous with Sairam Sundaresan
Have you ever wondered what’s actually happening inside ChatGPT and Claude, but found “explainers”...
a month ago
Have you ever wondered what’s actually happening inside ChatGPT and Claude, but found “explainers” too complex or technical?
Artificial Ignorance
The subscriptionization of AI
Navigating the paid AI landscape.
9 months ago
Navigating the paid AI landscape.
Rozado’s Visual...
ChatGPT no longer displays a clear left-leaning political bias
Update (20/01/2023): Results of administering 15 political orientation tests to ChatGPT Twitter...
over a year ago
Update (20/01/2023): Results of administering 15 political orientation tests to ChatGPT Twitter Thread Summary Between December 5-6, I applied 4 political orientation tests to ChatGPT. Results were consistent across the tests. All 4 tests diagnosed ChatGPT answers to their...
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
AI Snake Oil
New paper: AI agents that matter
Rethinking AI agent benchmarking and evaluation
5 months ago
Rethinking AI agent benchmarking and evaluation
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,...
Society's Backend
Would You Build the Manhattan Project in the UAE?
Thoughts on AI national security threats
6 months ago
Thoughts on AI national security threats
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...
Artificial Ignorance
AI Roundup 089: Adobe MAX
October 18, 2024.
2 months ago
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...
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
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
Society's Backend
The Unfortunate Truth Regarding AI Regulation
And the impact it'll have for decades to come
6 months ago
And the impact it'll have for decades to come
AI Snake Oil
Licensing is neither feasible nor effective for addressing AI risks
Non-proliferation only benefits incumbents
a year ago
Non-proliferation only benefits incumbents
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
Top 10 Machine Learning Resources and Updates 06/14/2024
A new AI employee, a four hour video on recreating GPT-2, meritocracy at Scale, and more
6 months ago
A new AI employee, a four hour video on recreating GPT-2, meritocracy at Scale, and more
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?
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
IEEE Spectrum
Why Simone Giertz, the Queen of Useless Robots, Got Serious
On YouTube she demonstrated a hilarious series of self-built mechanized devices that worked...
2 months ago
On YouTube she demonstrated a hilarious series of self-built mechanized devices that worked perfectly for ridiculous applications, such as a headboard-mounted alarm clock with a rubber hand to slap the user awake.
This article is part of our special report, “Reinventing...
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)
The Berkeley...
Designing Societally Beneficial Reinforcement Learning Systems
Deep reinforcement learning (DRL) is transitioning from a research field focused on game playing to...
over a year ago
Deep reinforcement learning (DRL) is transitioning from a research field focused on game playing to a technology with real-world applications. Notable examples include DeepMind’s work on controlling a nuclear reactor or on improving Youtube video compression, or Tesla attempting...
Strange Loop Canon
The mystery of the garage
10 months ago
Daniel Miessler
NO. 359 | WhatsLeak, CCTV Ban, Meta Threats
SECURITY NEWS There appears to be a WhatsApp data leak of over 500 million users' data in 84...
over a year ago
SECURITY NEWS There appears to be a WhatsApp data leak of over 500 million users' data in 84 countries. They're supposedly selling the data for $7K in the UK, and around $2K in the US and Germany. MORE The FCC has banned Chinese CCTV cameras on sensitive government sites and...
Rozado’s Visual...
Mentions of Political Extremism in English Wikipedia
A data-driven exploration uncovers disparities. Are they shaped by editorial choices or broader...
a week ago
A data-driven exploration uncovers disparities. Are they shaped by editorial choices or broader societal/historical dynamics?
Artificial Ignorance
How Intercom is transforming customer support with AI
A conversation with Fergal Reid, VP of AI at Intercom.
8 months ago
A conversation with Fergal Reid, VP of AI at Intercom.
Sam Altman
US Digital Currency
I am pretty sure cryptocurrency is here to stay in some form (at least as a store of value, which is...
over a year ago
I am pretty sure cryptocurrency is here to stay in some form (at least as a store of value, which is the only use case we have seen work at scale so far). There was possibly a time when governments could have totally stopped it, but it feels like that’s in the rearview mirror.
...
Matt Mazur
Looking to sell Emergent Mind
I currently have two products: Preceden, a SaaS timeline maker, and Emergent Mind, an AI news site...
a year ago
I currently have two products: Preceden, a SaaS timeline maker, and Emergent Mind, an AI news site and newsletter. Emergent Mind began last December as LearnGPT, a ChatGPT examples site, and I later renamed it to Emergent Mind and transitioned it the news site that it is today:...
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
Made by Ollin
Mac Replacement Icons
A standardized, simplified, and beautiful icon set
over a year ago
A standardized, simplified, and beautiful icon set
One Useful Thing
How to use AI to do practical stuff: A new guide
People often ask me how to use AI. Here's an overview with lots of links.
a year ago
People often ask me how to use AI. Here's an overview with lots of links.
Matt Mazur
Full Time Indie Hacking: Month 5 Update
At the beginning of the year I quit consulting to focus full time on Preceden, my SaaS timeline...
a year ago
At the beginning of the year I quit consulting to focus full time on Preceden, my SaaS timeline maker tool. I also started working on a new side project, Emergent Mind, an AI-powered AI news site. My last update on how things were going was after 3 months which provides more...
fast.ai
Practical Deep Learning for Coders 2022
A complete from-scratch rewrite of fast.ai’s most popular course, that’s been 2 years in the making.
over a year ago
A complete from-scratch rewrite of fast.ai’s most popular course, that’s been 2 years in the making.
Rozado’s Visual...
The Increasing Negativity and Emotionality of News Media Headlines
Published article Introduction I have recently published a paper where we describe a chronological...
over a year ago
Published article Introduction I have recently published a paper where we describe a chronological (2000–2019) analysis of sentiment and emotion in 23 million headlines from 47 news media outlets popular in the United States. We used Transformer language models fine-tuned for...
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
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.
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
Society's Backend
OpenAI’s Blunder is a Loss for the ML Community
The timeline and why OpenAI’s actions are a big deal
7 months ago
The timeline and why OpenAI’s actions are a big deal
One Useful Thing
The Lazy Tyranny of the Wait Calculation
Taking AI timelines seriously
11 months ago
Taking AI timelines seriously
AI Snake Oil
Three Ideas for Regulating Generative AI
Policy input to the federal government from a Stanford-Princeton team
a year ago
Policy input to the federal government from a Stanford-Princeton team
fast.ai
nbdev+Quarto: A new secret weapon for productivity
Our favorite tool for software engineering productivity–nbdev, now re-written with Quarto
over a year ago
Our favorite tool for software engineering productivity–nbdev, now re-written with Quarto
Artificial Ignorance
Dealing with AI fatigue
Notes for myself, and maybe you too.
10 months ago
Notes for myself, and maybe you too.
Daniel Miessler
Summary: Andrej Karpathy on Lex Fridman’s Podcast (Late 2022)
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
Daniel Miessler
AI Art Will Push the Top 1% to Human Artists
One effect I think we’ll see from all this AI-generated art is magnified status for those who insist...
over a year ago
One effect I think we’ll see from all this AI-generated art is magnified status for those who insist on the opposite, i.e., manual, human art. The more manual the better. The more human the better. Ideally there’d only be one of whatever you have, and it’d only be yours. Why is...
Society's Backend
I Enjoy Technical Interviews and You Can Too
A simple change in mindset that completely changed the way I interview
a year ago
A simple change in mindset that completely changed the way I interview
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...
fast.ai
My family’s unlikely homeschooling journey
Prior to 2020, we never expected to homeschool, and now we have committed to it long-term.
over a year ago
Prior to 2020, we never expected to homeschool, and now we have committed to it long-term.
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
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.
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...
Matt Mazur
Sharing small, incremental updates with users
I use a service called Headway to keep Preceden users informed about updates to the product. Headway...
a year ago
I use a service called Headway to keep Preceden users informed about updates to the product. Headway provides a widget I have installed on Preceden to let users know when there have been updates. Users will see a bell with a count of unread items (which Headway keeps track of in...
Artificial Ignorance
AI Roundup 026: AudioCraft
August 4, 2023
a year ago
One Useful Thing
The Machines of Mastery
"Anyone can learn anything they want..." and how technology can help
a year ago
"Anyone can learn anything they want..." and how technology can help
Artificial Ignorance
AI Roundup 082: System prompts
August 30, 2024.
3 months ago
One Useful Thing
Post-apocalyptic education
What comes after the Homework Apocalypse
3 months ago
What comes after the Homework Apocalypse
Marcus on AI
𝗼𝟯 “𝗔𝗥𝗖 𝗔𝗚𝗜” 𝗽𝗼𝘀𝘁𝗺𝗼𝗿𝘁𝗲𝗺 𝗺𝗲𝗴𝗮𝘁𝗵𝗿𝗲𝗮𝗱: 𝘄𝗵𝘆 𝘁𝗵𝗶𝗻𝗴𝘀 𝗴𝗼𝘁...
Kevin Roose, of Hard Fork and NYT, was so impressed with OpenAI’s rollout that he joked “of course...
5 hours ago
Kevin Roose, of Hard Fork and NYT, was so impressed with OpenAI’s rollout that he joked “of course they have to announce AGI the day my vacation starts”.
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).
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.
The Berkeley...
On the Stepwise Nature of <br> Self-Supervised Learning
Figure 1: stepwise behavior in self-supervised learning. When training common SSL algorithms, we...
a year ago
Figure 1: stepwise behavior in self-supervised learning. When training common SSL algorithms, we find that the loss descends in a stepwise fashion (top left) and the learned embeddings iteratively increase in dimensionality (bottom left). Direct visualization of embeddings...
Weighty Thoughts
Software Engineering is Doomed
Or is it?
5 months ago
One Useful Thing
Captain's log: the irreducible weirdness of prompting AIs
Also, we have a prompt library!
9 months ago
Also, we have a prompt library!
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!
Artificial Ignorance
AI Roundup 029: Hug all the faces
August 25, 2023
a year ago
Artificial Ignorance
Funding a new generation of AI companies
Listen now | A conversation with Evan Stites-Clayton, partner at HF0 and CTO of Teespring.
11 months ago
Listen now | A conversation with Evan Stites-Clayton, partner at HF0 and CTO of Teespring.
One Useful Thing
Getting started with AI: Good enough prompting
Don't make this hard
4 weeks ago
Artificial Ignorance
The Industrial Content Revolution
A fundamental change in the structure the internet.
a year ago
A fundamental change in the structure the internet.
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.
Daniel Miessler
My Philosophy and Recommendations Around the LastPass Breaches
If you follow Information Security at all you are surely aware of the LastPass breach situation. It...
a year ago
If you follow Information Security at all you are surely aware of the LastPass breach situation. It started back in August of 2022 as a fairly common breach notification on a blog, but it, unfortunately, turned into more of a blog series. The initial blog was on August 25th,...
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...
fast.ai
A New Chapter for fast.ai: How To Solve It With Code
fast.ai is joining Answer.AI, and we’re announcing a new kind of educational experience, ‘How To...
a month ago
fast.ai is joining Answer.AI, and we’re announcing a new kind of educational experience, ‘How To Solve It With Code’
One Useful Thing
Which AI should I use? Superpowers and the State of Play
And then there were three...
9 months ago
And then there were three...
Matt Mazur
Updates: Preceden Trends, Training Help Scout’s New Analytics Engineer, Don’t Look Up, and Ray...
Preceden Recurring Revenue: In January 2021 I introduced automatically recurring annual plans to...
over a year ago
Preceden Recurring Revenue: In January 2021 I introduced automatically recurring annual plans to Preceden. Prior to that the annual plans did not renew automatically which was an intentional (but bad) choice I had made because most users did not user Preceden for more than a...
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.
Society's Backend
The Fastest Way to Get Up to Speed on Machine Learning Fundamentals for Free
Announcing the ML Road Map-Turbo
6 months ago
Announcing the ML Road Map-Turbo
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...
Strange Loop Canon
Strange Loop Canon Commencement Address
5 months ago
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.
AI Snake Oil
A safe harbor for AI evaluation and red teaming
An argument for legal and technical safe harbors for AI safety and trustworthiness research
9 months ago
An argument for legal and technical safe harbors for AI safety and trustworthiness research
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
Sam Altman
Funding for COVID-19 Projects
I’m trying to fund startups/projects helping with COVID-19, because it’s basically the one thing I...
over a year ago
I’m trying to fund startups/projects helping with COVID-19, because it’s basically the one thing I know how to do that can help. I think we will soon have enough testing capacity, so now I’d like to start funding more startups working on:
Producing a lot of ventilators or...
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
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.
Artificial Ignorance
AI Roundup 033: DALL·E 3
September 22, 2023.
a year ago
Strange Loop Canon
Seeing Like A Network
Dark Forests, Dense Networks
6 months ago
Dark Forests, Dense Networks
Strange Loop Canon
Discovery is the original sin of the modern age
technology, living post scarcity, and how to find what you want
a year ago
technology, living post scarcity, and how to find what you want
AI Snake Oil
Introducing the REFORMS checklist for ML-based science
ML-based science is in trouble. Clear reporting standards for researchers could help.
a year ago
ML-based science is in trouble. Clear reporting standards for researchers could help.
Jascha’s blog
Neural network training makes beautiful fractals
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
...
10 months ago
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-1XJMTJ5KCK');
.md h2 {
font-size: 20px;
}
.vimeo-player {
position: relative;
width: 444px;
height: 444px;
...
Weighty Thoughts
The Fall of Data Moats
AI actually makes most data moats weaker
a year ago
AI actually makes most data moats weaker
AI Snake Oil
Scientists should use AI as a tool, not an oracle
How AI hype leads to flawed research that fuels more hype
6 months ago
How AI hype leads to flawed research that fuels more hype
AI Snake Oil
Eighteen pitfalls to beware of in AI journalism
A checklist for avoiding hype
over a year ago
A checklist for avoiding hype
Artificial Ignorance
How to talk to your family about AI this Thanksgiving
A handy guide for your uncle's burning questions.
a year ago
A handy guide for your uncle's burning questions.
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
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...
Artificial Ignorance
From Stable Diffusion to Stable Everything
Inside Stability AI's roster of AI models.
7 months ago
Inside Stability AI's roster of AI models.
Society's Backend
Backend Biweekly #1: Important AI Developments and ML Learning Resources
Updates on Apple, Mistral, and Microsoft and resources to build the GPT tokenizer, use MLX to train...
9 months ago
Updates on Apple, Mistral, and Microsoft and resources to build the GPT tokenizer, use MLX to train models, and benchmark LLMs
Artificial Ignorance
AI Roundup 041: Lyria
November 17, 2023.
a year ago
One Useful Thing
An Opinionated Guide to Which AI to Use: ChatGPT Anniversary Edition
A simple answer, and then a less simple one.
a year ago
A simple answer, and then a less simple one.
One Useful Thing
On the necessity of a sin
Why treating AI like a person is the future
8 months ago
Why treating AI like a person is the future
Rozado’s Visual...
Which is the Wokest AI?
A Wokeness Ranking of LLMs
9 months ago
A Wokeness Ranking of LLMs
Artificial Ignorance
Bridging AI and human creativity
A conversation with Harrison Telyan, co-founder of NUMI.
10 months ago
A conversation with Harrison Telyan, co-founder of NUMI.
Artificial Ignorance
AI Roundup 071: How do you like them AIs
June 14, 2024.
6 months ago
Artificial Ignorance
How a $2000/hour escort uses AI to automate sex work
Listen now | A conversation with Adelyn Moore, an independent escort and adult content creator.
4 months ago
Listen now | A conversation with Adelyn Moore, an independent escort and adult content creator.
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
Weighty Thoughts
Why we need AI as a society
We’re aging too fast (AKA my entire AI/robotics investment thesis)
7 months ago
We’re aging too fast (AKA my entire AI/robotics investment thesis)
Strange Loop Canon
State of the Canon
Onwards
11 months ago
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
Sam Altman
Reinforcement Learning Progress
Today, OpenAI released a new result. We used PPO (Proximal Policy Optimization), a general...
over a year ago
Today, OpenAI released a new result. We used PPO (Proximal Policy Optimization), a general reinforcement learning algorithm invented by OpenAI, to train a team of 5 agents to play Dota and beat semi-pros.
This is the game that to me feels closest to the real world and complex...
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
Lessons from 139 YC AI startups (S23)
The evolution of the AI landscape, and YC's Copilot era.
a year ago
The evolution of the AI landscape, and YC's Copilot era.
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
Andrej Karpathy blog
A Survival Guide to a PhD
This guide is patterned after my “Doing well in your courses”, a post I wrote a long time ago on...
over a year ago
This guide is patterned after my “Doing well in your courses”, a post I wrote a long time ago on some of the tips/tricks I’ve developed during my undergrad. I’ve received nice comments about that guide, so in the same spirit, now that my PhD has come to an end I wanted to compile...
Society's Backend
The Problem with American Emergency Alerts
In a world of self-driving cars and human-like chatbots, shouldn't the best technologies would be...
a year ago
In a world of self-driving cars and human-like chatbots, shouldn't the best technologies would be used for life-saving applications?
Made by Ollin
NVIDIA Internship (2017)
Notes on my internship at NVIDIA Redmond.
over a year ago
Notes on my internship at NVIDIA Redmond.
Artificial Ignorance
How to reverse engineer the Substack (or any!) web API
Building an unauthorized Substack client with Claude.
4 months ago
Building an unauthorized Substack client with Claude.
The Gradient
Neural algorithmic reasoning
In this article, we will talk about classical computation: the kind of computation typically found...
a year ago
In this article, we will talk about classical computation: the kind of computation typically found in an undergraduate Computer Science course on Algorithms and Data Structures [1]. Think shortest path-finding, sorting, clever ways to break problems down into simpler problems,...
Artificial Ignorance
LLMs are getting dumber and we have no idea why
Five theories that could explain how chatbots are getting worse.
3 months ago
Five theories that could explain how chatbots are getting worse.
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
Matt Mazur
Emergent Mind in The Atlantic
One of the many people who saw the incorrect Google Quick Answer about Kenya was an editor at The...
a year ago
One of the many people who saw the incorrect Google Quick Answer about Kenya was an editor at The Atlantic who asked Caroline Mimbs Nyce, one of their reporters, to look into it. Caroline interviewed me for the article they just published which focused on the challenges Google is...
Strange Loop Canon
Why AI hasn’t shown up in the GDP statistics yet
AI is meant to bring us closer to utopia, according to its builders.
4 months ago
AI is meant to bring us closer to utopia, according to its builders.
fast.ai
Masks for COVID: Updating the evidence
Notes taken whilst preparing a paper on mask efficacy from Nov to Jan 2022. My previous paper on...
over a year ago
Notes taken whilst preparing a paper on mask efficacy from Nov to Jan 2022. My previous paper on this was written in April 2020 and published in the Proceedings of the National Academy of Science
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
One Useful Thing
On giving AI eyes and ears
AI can listen and see, with bigger implications than we might realize.
a year ago
AI can listen and see, with bigger implications than we might realize.
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...
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...
Daniel Miessler
NO. 362 | Dependency Scanner, Citrix Attacks, AI Analysis…
SECURITY NEWS Google released an open-source scanner for vulnerabilities in project dependencies....
over a year ago
SECURITY NEWS Google released an open-source scanner for vulnerabilities in project dependencies. It's a front-end to the OSV database that links a dependency list to its vulnerabilities. MORE The latest updates for Apple software fixed a new zero-day that could be used to hack...
Artificial Ignorance
AI Roundup 053: Bye bye Bard
February 9, 2024.
10 months ago
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.
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
Weighty Thoughts
Most AI startups are doomed
Just because it matters doesn’t mean it’s defensible or profitable
a year ago
Just because it matters doesn’t mean it’s defensible or profitable
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
Matt Mazur
Friday Updates: Shipping AI Suggestions in Preceden, EmergentMind Growth and Brainstorming
Preceden On Tuesday I shipped the v1 of Preceden’s new AI suggestions feature to 10% of new users: I...
a year ago
Preceden On Tuesday I shipped the v1 of Preceden’s new AI suggestions feature to 10% of new users: I had planned on slowly rolling it out to 100% of users over the course of a week or two, but my OpenAI costs were minimal on Tuesday so on Wednesday I said screw it and just […]
Society's Backend
The Method Google Used to Reduce LLM Size by 66%
A brief overview of knowledge distillation and its capabilities
5 months ago
A brief overview of knowledge distillation and its capabilities
Rozado’s Visual...
The Great Awokening as a Global Phenomenon
The striking synchronicity with which Great Awokening terminology increased in news media worldwide
a year ago
The striking synchronicity with which Great Awokening terminology increased in news media worldwide
fast.ai
From Deep Learning Foundations to Stable Diffusion
Practical Deep Learning for Coders part 2, 2022
over a year ago
Practical Deep Learning for Coders part 2, 2022
Weighty Thoughts
The EU is making itself an economic backwater
Regulation is not a real export
5 months ago
Regulation is not a real export
One Useful Thing
Freeing the chatbot
Intelligence, of a sort, is going to be all around us
7 months ago
Intelligence, of a sort, is going to be all around us
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...
Society's Backend
Discussions around OpenAI's o1, Superhuman AI, When AI Should Be An App, and More
Discussions from the past week: 09/16/2024
3 months ago
Discussions from the past week: 09/16/2024
IEEE Spectrum
SwitchBot S10 Review: “This Is the Future of Home Robots”
I’ve been reviewing robot vacuums for more than a decade, and robot mops for just as long. It’s been...
2 months ago
I’ve been reviewing robot vacuums for more than a decade, and robot mops for just as long. It’s been astonishing how the technology has evolved, from the original iRobot Roomba bouncing off of walls and furniture to robots that use lidar and vision to map your entire house and...
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
Society's Backend
What it's Like to Work in AI and Advice from 10 AI Professionals
I asked 10 AI professionals 4 questions about their work in AI and the qualifications required for...
a month ago
I asked 10 AI professionals 4 questions about their work in AI and the qualifications required for their job
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.
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.
The Gradient
Do text embeddings perfectly encode text?
'Vec2text' can serve as a solution for accurately reverting embeddings back into text, thus...
9 months ago
'Vec2text' can serve as a solution for accurately reverting embeddings back into text, thus highlighting the urgent need for revisiting security protocols around embedded data.
Artificial Ignorance
Why now?
What's behind our current AI boom?
a year ago
What's behind our current AI boom?
Society's Backend
Run Your Own Race
What Bluey can teach us about machine learning
8 months ago
What Bluey can teach us about machine learning
Frank’s Ramblings
Vision Transformers are Overrated
Vision transformers (ViTs) have seen an incredible rise in the past four years. They have an obvious...
11 months ago
Vision transformers (ViTs) have seen an incredible rise in the past four years. They have an obvious upside: in a visual recognition setting, the receptive field of a pure ViT is effectively the entire image 1. In particular, vanilla ViTs maintain the quadratic time complexity...
One Useful Thing
On speaking to AI
Voice changes a lot of things
4 months ago
Voice changes a lot of things
One Useful Thing
Reshaping the tree: rebuilding organizations for AI
Technological change brings organizational change.
a year ago
Technological change brings organizational change.
Made by Ollin
Priors for Autonomous Vehicle Development
over a year ago
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
Artificial Ignorance
AI Roundup 086: Llama 3.2
September 27, 2024.
2 months ago
Daniel Miessler
Stadia is Google’s Product Strategy
Few things in tech were more predictable than Stadia shutting down. Here’s what I wrote the week it...
over a year ago
Few things in tech were more predictable than Stadia shutting down. Here’s what I wrote the week it came out: Here’s what I said about it in 2021. And here’s my analysis of why this keeps happening: How I Knew Stadia Would Fail The overall reason for this is UI/UX in my opinion,...
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
Sam Altman
The Virus
Although I still hope things will go differently, the experts I’ve spoken to think we are likely to...
over a year ago
Although I still hope things will go differently, the experts I’ve spoken to think we are likely to face a global tragedy—hundreds of thousands of deaths from Covid-19.
I hope that society views this as a warning for the future. Covid-19 is bad, but only a warm-up. I think it’s...
Society's Backend
Taking the AI to Consumers
The Google Pixel 8 Pro is a much bigger deal than you think
a year ago
The Google Pixel 8 Pro is a much bigger deal than you think
Matt Mazur
The Kenya Quick Answer Goes Viral, Again
On Thursday evening Chris Ingraham, a journalist with 100k followers on Twitter, shared a screenshot...
a year ago
On Thursday evening Chris Ingraham, a journalist with 100k followers on Twitter, shared a screenshot of the now-famous “african country that starts with k” Google Quick Answer, which quickly went viral, garnering over 82k likes and 3 million views as of the time of this writing...
Weighty Thoughts
News Roundup: May 15, 2024
Open AI announcements, DeepSeek-v2, and TSMC Arizona
7 months ago
Open AI announcements, DeepSeek-v2, and TSMC Arizona
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', () => {
...
Strange Loop Canon
Symposium: On Building God
a year ago
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.
Society's Backend
Why Gemini's Struggles Aren't Straightforward
And an overview of LLM security issues
9 months ago
And an overview of LLM security issues
Weighty Thoughts
The AI Executive Order
AKA: “We’ll do something about it later”
a year ago
AKA: “We’ll do something about it later”
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
Society's Backend
Updates to Society's Backend
New benefits for paid subscribers, support Society's Backend for just $1/mo, a referral program, and...
9 months ago
New benefits for paid subscribers, support Society's Backend for just $1/mo, a referral program, and more
Society's Backend
Why MLX is Important for the ML Community
And a step-by-step guide to train a machine learning model on your Mac
7 months ago
And a step-by-step guide to train a machine learning model on your Mac
Artificial Ignorance
AI Roundup 067: GPT-4o and Google I/O
May 17, 2024.
7 months ago
Strange Loop Canon
The agent principal problem
"Show me the incentive and I will show you the outcome."
a year ago
"Show me the incentive and I will show you the outcome."
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?
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...
Weighty Thoughts
Today’s AI critics don’t understand the history of technology
But is AI different than other technologies?
9 months ago
But is AI different than other technologies?
Rozado’s Visual...
Prevalence of Prejudice-Denoting Words in News Media Discourse
Summary of manuscript “Prevalence of Prejudice-Denoting Words in News Media Discourse: A...
over a year ago
Summary of manuscript “Prevalence of Prejudice-Denoting Words in News Media Discourse: A Chronological Analysis”
Society's Backend
A Fundamental Overview of Machine Learning Experimentation [Part 1]
And how it differs from the software development you're familiar with
2 weeks ago
And how it differs from the software development you're familiar with
Society's Backend
The Metrics Machine Learning Engineers Care About That Modelers Don't
And a brief overview of TPUs in Google data centers
9 months ago
And a brief overview of TPUs in Google data centers
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.
Artificial Ignorance
GPTs won't make you rich
But they'll make you more productive.
11 months ago
But they'll make you more productive.
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.
Society's Backend
The State of AI in China
Is China winning the race to AGI?
5 months ago
Is China winning the race to AGI?
fast.ai
I was an AI researcher. Now, I am an immunology student.
Last year, I became captivated by a new topic in a way that I hadn’t felt since I first discovered...
a year ago
Last year, I became captivated by a new topic in a way that I hadn’t felt since I first discovered machine learning
Society's Backend
Mastering the Art of Documentation
Documentation is really just glorified dog sitting
a year ago
Documentation is really just glorified dog sitting
Artificial Ignorance
Milestones, motivations, and miscellany
Some thoughts on the future of this newsletter.
6 months ago
Some thoughts on the future of this newsletter.
One Useful Thing
How to Get an AI to Lie to You in Three Simple Steps
I keep getting fooled by AI, and it seems like others are, too.
a year ago
I keep getting fooled by AI, and it seems like others are, too.
One Useful Thing
I hope you weren't getting too comfortable.
I just got access to the new Bing AI. My initial thoughts are that our assumptions about the limits...
a year ago
I just got access to the new Bing AI. My initial thoughts are that our assumptions about the limits of AI were wrong.
Rozado’s Visual...
Frecuencia de términos en el periódico generalista más leído de España
Frecuencia de términos en el periódico generalista más leído de España: El País Twitter post...
over a year ago
Frecuencia de términos en el periódico generalista más leído de España: El País Twitter post Verification of integrity of frequency counts: https://zenodo.org/record/5674590
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.
Andrej Karpathy blog
(started posting on Medium instead)
The current state of this blog (with the last post 2 years ago) makes it look like I’ve disappeared....
over a year ago
The current state of this blog (with the last post 2 years ago) makes it look like I’ve disappeared. I’ve certainly become less active on blogs since I’ve joined Tesla, but
whenever I do get a chance to post something I have recently been defaulting
to doing it on Medium because...
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...
Artificial Ignorance
AI Roundup 063: Llama 3
April 19, 2024.
8 months ago
Daniel Miessler
My Mom Died on Saturday
My mom died on Saturday. My biological mother became unable to function when I was around five due...
over a year ago
My mom died on Saturday. My biological mother became unable to function when I was around five due to mental illness, which left my dad and me on our own. Sometime after we were blessed with a strong, beautiful soul named Rhonda. My dad and I were like rescue dogs, and she saved...
Weighty Thoughts
What is Defensibility?
Back to basics for AI startups and others
8 months ago
Back to basics for AI startups and others
One Useful Thing
Automating creativity
There is now strong evidence that AI can help make us more innovative.
a year ago
There is now strong evidence that AI can help make us more innovative.
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...
The Gradient
What Do LLMs Know About Linguistics? It Depends on How You Ask
On the phenomenon of LLM sensitivity to prompting choices through two core linguistic tasks and...
a year ago
On the phenomenon of LLM sensitivity to prompting choices through two core linguistic tasks and categorize how specific prompting choices can affect the model's behavior.
Artificial Ignorance
AI Roundup 073: Music make you lose control
June 28, 2024.
5 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...
The Berkeley...
Fully Autonomous Real-World Reinforcement Learning with Applications to Mobile Manipulation
Reinforcement learning provides a conceptual framework for autonomous agents to learn from...
a year ago
Reinforcement learning provides a conceptual framework for autonomous agents to learn from experience, analogously to how one might train a pet with treats. But practical applications of reinforcement learning are often far from natural: instead of using RL to learn through trial...
Artificial Ignorance
The State of AI Engineering
Notes from the first AI Engineer Summit.
a year ago
Notes from the first AI Engineer Summit.
Artificial Ignorance
AI Roundup 084: Strawberry / o1
September 13, 2024.
3 months ago
Artificial Ignorance
AI Roundup 048: The Robot Constitution
January 5, 2024.
11 months ago
Made by Ollin
Acapella Extraction with ConvNets
A working prototype
over a year ago
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,...
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...
Andrej Karpathy blog
Short Story on AI: Forward Pass
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over a year ago
p {
text-align: justify;
}
.post pre, .post code {
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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...
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
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