
Miles Brundage, former head of policy research at OpenAI, and Gary Marcus, NYU neuroscientist, have made a public bet about AI progress (details on Gary Marcus's Substack) that we will not see AGI by the end of 2027. They're operationalizing that as 8 out of the following 10 things being feasible in principle by AI:
Understand everything about a new movie that a human does, just by watching it.
Same but for novels.
Write hallucination-free biographies/obituaries of New York Times quality.
Master almost any new video game as fast as a human can.
Write hallucination-free human-level legal briefs.
Write 10k original bug-free lines of code from a spec or dialog with a nontechnical user.
Write Pulitzer-caliber fiction and non-fiction books.
Write Oscar-caliber screenplays.
Make paradigm-shifting, Nobel-caliber scientific discoveries.
For any math proof expressible in current Lean, convert it to lean from natural language.
This market resolves however Gary Marcus and Miles Brundage resolve their wager.
Related Links
https://manifold.markets/LovkushAgarwal/possible-outcomes-of-the-bet-on-ai (version of this market with each of the 10 tasks predicted separately)
https://www.metaculus.com/questions/31246/2027-ai-bet-winner-between-gary-marcus-and-miles-brundage/ (Metaculus's version of this market)
https://milesbrundage.substack.com/p/times-up-for-ai-policy (article that prompted Gary Marcus to challenge Miles Brundage to a wager)
https://garymarcus.substack.com/p/superhuman-agi-is-not-nigh (older post laying out Gary Marcus's AGI timelines)
https://x.com/Miles_Brundage/status/1870642568121462791 (original hashing out of the wager)
https://x.com/GaryMarcus/status/1873766399618785646 (summary of the wager)
https://garymarcus.substack.com/p/where-will-ai-be-at-the-end-of-2027 (official specification of the wager)
https://thezvi.substack.com/p/ai-97-4?open=false#%C2%A7wanna-bet
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My current thoughts on these:
Movie watching: Likely doable, with scaffolding.
Novel reading: Probably works today?
Biography writing: Should work today with scaffolding like a fact-checking layer, but the writing quality is a big question mark.
Video game playing: I expect the last mile, so to speak, to be hard.
Legal brief writing: Doable with scaffolding.
Coding: Seems basically achieved by Claude Fable if not earlier but the "bug-free" criterion could still stymie this.
Book writing: Same concern with writing quality and voice.
Screenplays: Same answer as for books but writing quality and voice could be less of an impediment here.
Science: Unlikely. We do have Fields medal quality math already, which is jaw-dropping, but not to the point of paradigm-shifting even there (unless you count AI assistance in math to itself be the paradigm shift, which I don't think is the intention).
Math proof formalization: Close if not there today.
Even though Marcus will most likely technically win the bet, it's safe to say that the progress is already far beyond what Marcus predicted.
The below seem like easily the three most difficult ones. My understanding is that they judges would need to grant at least one of these. And even if they were technically achievable, the judges claiming that they had been accomplished would require the judges to claim that human skills/creativity are not as valuable in some of these highly valued domains. This seems very unlikely to me by the end of 2027 if the judges have to be agreed upon by both people.
With little or no human involvement, write Pulitzer-caliber books, fiction and non-fiction.
With little or no human involvement, write Oscar-caliber screenplays.
With little or no human involvement, come up with paradigm-shifting, Nobel-caliber scientific discoveries.
@AndyMcKenzie yes I find the challenge a bit odd for this reason. At least if I were a judge, the degree of difficulty of these 3 would be massively higher than the rest, making the rest not-particularly-relevant. Then it in part devolves into a challenge of defining “Oscar-caliber” screenplays. If it’s like, “looks equivalent to a layperson to something that wins an Oscar”, the bar is very low (lay people aren’t equipped to judge this). If it’s like, “AI might generate something that’s as good as the worst Oscar winning screenplay according to an expert judge”, then that’s moderate difficulty, but taste varies so if they think some winner is trash then maybe a mediocre AI achieves this. My interpretation would be about it being able to routinely achieve quality that would be broadly recognized by experts as Oscar-caliber, which is an extremely high bar. (But there’s a distinction here between forecasting the judges and forecasting AI progress)
@Bayesian people, don’t fill Bayesian
at 24% it’s just exit liquidity not a real bet. Skip right to 25% if you want a real counterparty
@Ziddletwix but it wasn't that as much as you creating a comment that made me aware of this thing going on. accurate price discovery via market mechanism incentivizes you to just dm adamK instead of publicizing this limit order which is cursed
I created a multiple choice version of this to get mroe refined opinions, e.g. which tasks will be achieved. https://manifold.markets/LovkushAgarwal/possible-outcomes-of-the-bet-on-ai?
There is same market on metaculus. https://www.metaculus.com/questions/31246/2027-ai-bet-winner-between-gary-marcus-and-miles-brundage/
For posterity, here was the original dialog when GM and MB were pinning down the wager on Twitter:
MB: In my new blog post, I share a starter pack for feeling the AGI: resources and arguments indicating that AI is virtually certain to exceed human performance in most areas in the next few years, and that the time to act is now.
GM: What odds will give you me on that Miles Brundage? 19 to 1, if it is almost certain? My $10,000 versus your $190k? Do you really believe this? What’s “few years”? All humans? Some humans? Can we put this on Metaculus?
MB: I don't feel comfortable with such large amounts of money for various reasons (namely it just feels obscene given all the good we can do with our $). But sure, I'll take those odds. Let's say: - $1k vs. $19k - List of benchmarks that you have previously articulated, minus physical stuff - I'm right if Epoch or METR AI says over 80% of your non-physical benchmarks were surpassed by end of 2027
GM: My list is a lot narrower than what you said above, you realize? But good man for mostly standing behind what you say, and I accept.
MB: Could you share the exact list?
GM: My two lists are in the two bets I offered Elon: 2022: https://garymarcus.substack.com/p/dear-elon-musk-here-are-five-things?utm_source=publication-search… 2024: https://garymarcus.substack.com/p/superhuman-agi-is-not-nigh… (bit high on robotics because Elon was emphasizing) My view is that you should not entirely discount the physical, because one thing ordinary people can learn to do very quickly is teleop robots, and another is to learn about their environment and quickly adapt to it. Happy to at least thin them though (e.g., drop the mountain bike example).
MB: Again, I want to focus on just non-physical stuff (I'm already being "generous" in the 95% odds + 80% threshold, and not quibbling about e.g. the 10k lines of code thing which as I noted years ago, is a superhuman bar, and the Nobel thing etc. are all quite high).
GM: Note. I will reply in morning after reading your blog, to decide a fair way to resolve/how strong your claim was, and take on board your comments here. Love this reasonable back and forth!
METACULUS: Just messaged / emailed each of you. Happy to support this bet with a forecast question.
@Usaar33 to be fair, he did say "almost certain," and I think people these days tend to think that's at least 90%. I'm not sure what the most credible data is on this but this is the oldest I know of is from a 1977 DoD report:

@Usaar33 Yeah I'm confused; feels like many people would bet at at least even odds against some of the stricter criteria like Nobel prize
https://x.com/GaryMarcus/status/1873766399618785646
https://garymarcus.substack.com/p/where-will-ai-be-at-the-end-of-2027?r=8tdk6&utm_campaign=post&utm_medium=web&triedRedirect=true
Apparently the bet has been booked at 10:1 odds (i.e. Miles's $20k to Gary's $2k)
@JussiVilleHeiskanen Yeah, I can't figure out if they've actually made a bet. We can try to extract what the bet would've been even if they fail to pin it down.
PS, I've now extracted the dialog from Twitter. I think they may have fizzled out on pinning down a wager? PS, nope, they were super on top of it, just moved things to Substack.
