How long until AI automates all cognitive labor?
by mckennameyer on 5/28/2026, 2:21:35 PM
https://futuresearch.ai/blog/agi-timeline-tracker/
Comments
by: hyperpape
"Most purely cognitive labor is automatable"<p>I cannot express how annoyed I am a researcher could use such a shitty definition.<p>It only makes sense to say "most" if you have a clear idea of what constitutes the majority. "Most people are male" yeah, fine..50% + epsilon of humans are males. That's more or less decidable (maybe a little vague because of intersex folks). I believe it's false because there are slightly more females but it's obviously measurable.<p>Now, most cognitive labor...what does that mean? Is it most of the time? Most of the tasks? Most of the value? Most of the job descriptions?<p>If I am a developer, and the majority of my code is written by AI, but I'm still in the driver's seat, is that most of my cognitive labor? Probably not. Ok, what if my company fires 60% of its developers, does that mean most development cognitive labor is automated? Well, it's most of the expense, and most of the butt in chair time, and it's most of the individual jobs, but it's not most of the job descriptions.<p>Of course, there's no way that all these researchers making pronouncements are giving consistent answers to what they mean by "most". They're probably not using his phrasing either.<p>Edit: The four options I threw out above: time, tasks, value, job descriptions are each interesting in their own way. My point is not that they're bad questions to be asking, it's that they're all separate questions that matter in different ways.
5/28/2026, 3:11:29 PM
by: zeafoamrun
One of my reports just sent me a giant design doc that Claude enthusiastically generated packed with plausible looking technical detail. Unfortunately the problem it's trying to solve is completely misguided and we shouldn't be doing it at all. So I'd say as answer to the question posed by this title: a while.
5/28/2026, 3:03:00 PM
by: dwohnitmok
The current HN submission title ("AGI timelines shift with whichever lab is dominant") is very bad. It is neither the title of the article nor is it the thrust of the content.<p>The title of the article is "How long until AI automates all cognitive labor?"<p>The main point of the article is summarized by its intro: "Recently, though, I noticed that many great researchers have now published two or more precise forecasts, all using similar definitions of AGI, and all providing confidence intervals. So I was able to visualize how their forecasts changed over time."<p>The closest the article comes to saying the HN submitted title is:<p>> And every single person who updated their timelines from January 2026 to April 2026 has moved their timeline to say AGI is coming sooner, myself included.<p>> So I think the data supports the impression I got from Daniel, Eli, and the AI Futures team. One way I could characterize it is: in the ChatGPT era, people updated towards AI coming sooner. Then in the xAI, Meta, and Gemini era, people updated towards it coming later. Then in the Anthropic era, people updated towards AI coming sooner. Take from that what you will.
5/28/2026, 2:52:49 PM
by: yCombLinks
> The overlapping AGI definition I use here is "Most purely cognitive labor is automatable at better quality, speed, and cost than humans".<p>That's a poor definition. Nowhere have I seen cheapness as being a requirement to count as AGI. If we have something that can do everything people can do and more, but it costs a lot means it's not AGI?
5/28/2026, 2:47:39 PM
by: SoftTalker
Most jobs do not require congnitive labor. They require following rules, policies and best practices. Independent thinking might even be discouraged. Much of accounting/finance, law, medicine, and business administration fall in this area.<p>Research and problem-solving in these fields may still need cognitive work, but the day-to-day practice of jobs does not. AI will take all of that work soon.
5/28/2026, 3:19:06 PM
by: Mallory_Ringess
On the point of the advent of artificial general intelligence it is worth considering the expected reduction in human intelligence which comes with the increased offloading of cognitive activities to thinking machines. My daughters both remarked on how many of their friends seem to use 'ChatGPT' for just about everything no matter how trivial. Just like unused muscles tend to waste away the same is true for unused cognitive circuits: use 'm or loose 'm. Those ChatGPT-ing girls are doing their part in advancing the advent of AGI by strengthening the botware while weakening the wetware.
5/28/2026, 3:14:54 PM
by: hidelooktropic
> The overlapping AGI definition I use here is "Most purely cognitive labor is automatable at better quality, speed, and cost than humans". For some of these researchers, saying they use this definitions is a bit of a stretch, but I included everyone who I judged as close enough to be informative.<p>Seems "AGI" is on the same level as "art" or "love" in that everyone knows what we're talking about but no one can nail down unanimously what it is.
5/28/2026, 2:32:00 PM
by: madibo3156
Top researchers say AI will automate all cognitive labor by 2045 at the latest. 5 years ago I would've thought you're joking. Today, I think you're being serious, but I still think you're wrong.
5/28/2026, 3:09:45 PM
by: mtrifonov
Until the context window gets superceded with some groundbreaking new architecture, not ever.<p>Even if LLMs become incredibly, undeniably brilliant 1000000 IQ, they cannot keep track of what's going across long horizons. Imagine a supergenius, but in Memento.<p>No amount of MD scribbling or embeddings will remove that limitation, but it may obfuscate it further and make it seem like progress is being made.<p>At the end of the day, being fully autonomous means that something can keep track of context, goals, complex and shifting relationships, over LONG time horizons without drift. If you need to be there to prompt, it is not truly automating. Until the continuity becomes real instead of simulated, context no longer has to compact, and weights update on-demand, you will always need a prompt wrangler leading the effort. And prompt wrangling is cognitive labor.
5/28/2026, 3:10:43 PM
by: hodder
It's a specific subtype of Gell-Mann Amnesia effect. They "know" AI cant do their own jobs, but it seems pretty good at summarizing what others do without understanding the nuance. It seems to really apply to the AI Lab CEOs who appear "shocked" everyone isn't simply replaced with LLMs by now so the timelines get kicked.
5/28/2026, 2:36:42 PM
by: energy123
I still can't believe we're going to get AGI before 2050. What's coming is amazing and frightening.
5/28/2026, 3:07:48 PM
by: drdrek
I predict that it already happened in 99 and we are all living in the Matrix Out AI optimist me if you dare
5/28/2026, 3:08:27 PM
by: daft_pink
Any chance there is a prediction market for this that we can use, since research has shown they tend to be more accurate than experts?
5/28/2026, 2:43:39 PM
by: aresant
That is an absolutely beautiful infographic and should become the standard for time series change!
5/28/2026, 2:36:35 PM
by: 3raskja
Amodei still predicts 2028, the same year when we'll have full self driving and Mars settlements.<p>So far all he has is this little code stealing application that could be replaced by <i>git clone</i> and <i>sed</i> for stripping the license.<p>The times before the Internet when Scientology people had to go into the streets to recruit people were nice. I wish we could put him and his ilk on some Claudology remote island, cut all Internet cables and enjoy the world without dorks and criminals that have been given a megaphone.
5/28/2026, 2:46:04 PM
by: 217
somewhat relevant longread:<p><a href="https://paoloanzn.github.io/2026/04/26/agi-will-always-be-one-day-away.html" rel="nofollow">https://paoloanzn.github.io/2026/04/26/agi-will-always-be-on...</a>
5/28/2026, 2:50:24 PM
by: josefritzishere
At this rate never. The performance of AI has been somewhere between bad and terrible, like a new but well meaning intern.
5/28/2026, 3:08:50 PM
by: knivets
how long until i stop seeing this nonsense shoveled at me from every direction
5/28/2026, 3:07:38 PM
by: wslh
The article misses an important clarification for a general audience: current LLM architecture is not AGI by most scientists working on intelligence and cognition, even if its impact is already extraordinary and in many tasks exceeds human performance. AGI implies a broader set of traits.
5/28/2026, 2:49:00 PM