The Ledger
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AI research and development will be fully automated by early 2029
“In terms of what I would recommend people plan as though is happening, I think I would recommend planning as though full automation of AR and D maybe. Start of year, 20, 29, maybe earlier. And then also AR and D being like quite, quite automated by 20, 28, pos…”
Prince thinks almost every company will cut workforce in 6-12 months
“I do think in the next six to 12 months, almost every company is going to go through some exercise like this where they're going to cut a bunch of their team.”
AI will make Nobel Prize-level scientific discoveries by 2027 or 2028
“I think my guess for that level of capability might be maybe 2027. I think we're probably not going to find out for quite some time afterwards because of the delay in getting prices. But I think by 20, 27, 20, 28, I think extremely likely that the models will …”
Douglas: Anthropic believes AGI is reachable in a couple of years
“We think that, you know, AGI is within reach in the next couple of years.”
Srinivas: Google will lose its single search monopoly in the conversational era
“And in that era, I don't think Google is going to be the one single monopoly because they're already like far behind in this interface.”
Automating AI research and hardware manufacturing enables AI takeovers
“If AIs could just automate AIR&D and automate, like, sort of the industrial process of building more computers, then you could quickly end up in a In a process where sort of like robots are building robots and the whole world is greatly transformed. And that v…”
AI has produced the vast majority of recent major mathematical breakthroughs
“Like, I don't think it's the case that most people in like DC would correctly answer that like the largest mathematical breakthroughs over the last two months have vast majority been from AI, which my understanding is that's true. At least if you measure size …”
AI-driven robotic expansion could drive 200x global GDP growth in 2030s
“We're imagining sort of the robot population or like, you know, quality adjusted population, basically like doubling or quadrupling every year, which, because that's almost all of the like sort of relevant, productive capacity of the economy itself means the e…”
Wolf: 90% of AI Fake News Is Made by Closed-Source Models
“All of that is, like, maybe not all, let's say, 90%, to be fair, is made by closed source model, right?”
Feldman: Nvidia CUDA lost 70% of frontier AI model training market share
“I think two years ago every state of the art model was trained in a Cuda flow. And right now, Gemini is trained without Cuda. Anthropical is trained without Cuda. Open AI as strange as could. So in a one or two year period, they lost 70% share. Of training mod…”
Balaban: AI scaling laws show no signs of hitting a limit
“The part of which makes me feel so confident that there's going to continue to be demand is that we continue to see no end to the scaling laws, which are like the underlying idea that you put more compute in and you get better intelligence levels out of your m…”
Balaban: Claims that AI GPUs have a five-year lifespan are wrong
“The usable life is longer than the accounting depreciation schedule. And what really matters is the economic usable life. And so what we're starting to see is that like the people who are the naysayers, oh, this is going to be, you're going to throw these GPUs…”
Balaban: Only xAI and Lambda execute high-velocity AI compute deployments
“There's two people in the world that can, and two companies in the world that can do high velocity deployments, SpaceX AI and Lambda”
New pre-training techniques will drastically boost base AI model capabilities
“The way that we used to do pre-training, maybe, like, you know, like two, a year ago or two years ago maybe, like, you know, diminishing return is, like, obvious, but I can see how new ideas are bringing, like, you know, fresh, fresh energy into the pre-traini…”
Evans: AI foundation models lack winner-takes-all network effects
“And the problem is that as far as we can see, there is no winner takes all effect or network effect in a foundation model.”
AxiomProver is the first AI to solve research conjectures end-to-end
“It's probably the first AI to solve a research conjecture completely end-to-end and self-verifies. That means the output are fully verified, a hundred percent correct.”
Zeghidour: Zero progress made on noisy multi-speaker understanding in 10 years
“In TTS, we see a lot of progress. For this kind of hard understanding problem, I hear people saying the exact same stuff as they did 10 years ago. Like, there was zero progress.”
Patel: New AI chip startups like Etched have under 1% success chance
“I don't know what a venture capitalist views as like likely chances of succeeding, but I think all of them are less than one percent.”
Patel: Without AI leadership, China will overtake the US as hegemon
“But without AI, China definitely will rise to be the global hegemony. They're just gonna outrun America.”
Patel: Many tech companies have stopped hiring L4 software engineers
“Just like a lot of companies have stopped hiring L four engineers because it's useless.”
Fu: Next-generation models currently in training will achieve AGI
“You know, we maybe already have AGI or like some form of AGI. And if not, then certainly the next generation of models, the models that today are training already. If they're at all better than what we have today, then we're, we we've already hit something tha…”
Dettmers: Frontier AI performance will stagnate while smaller models improve
“Performance on the frontier will stagnate, but on the smaller level, we get more and more powerful models still, because you can distill from these large models into these small models.”
Kaiser: Pre-training between GPT-4 and GPT-5 focused on reducing costs
“The pre-training part in that timeframe was mostly about making things cheaper. Not making things better.”
Lambert: Chinese open AI models currently do not contain backdoors
“Like, you can't prove that the models aren't doing certain backdoors, where I'm fairly certain they definitely aren't now.”
Lambert: AI progress will yield steady improvements rather than rapid singularity
“I think these researchers are going to grind out improvements for multiple years, but never in a way that results in this kind of accelerating well that we get drawn into.”
Eiso Kant: AI intelligence is going to become a commodity
“I would actually go as far as saying that intelligence is going to become a commodity.”
Kant: Most vertical software and agents will disappear when AGI arrives
“A whole bunch of vertical software or vertical agents are probably gone.”
A sudden AI singularity or intelligence explosion is extremely unlikely
“Yeah, I think a true discontinuity is extremely unlikely from, you know, obviously AI researchers are already using AI to accelerate themselves. And so what's, what's already happening and like what is likely to continue to happening is that we see like a smoo…”
Tworek: Traditional human data labeling is becoming obsolete as models advance
“I think, like, in a way, I think it's getting more and more to be a thing of the past as the models are getting smarter and smarter. This is becoming less of a thing, but I think a few years back, and especially in GPT-IV days, this was the thing.”
Douglas: Transformers successfully model any domain given sufficient data and compute
“I don't think that's true. I think we haven't yet really found anything that transformers haven't been able to model provided sufficient data and sufficient compute.”
Laskin: Superintelligence will emerge from multiple specialized labs, not one company
“I do think there'll be a general super intelligence, but I think that it won't be one lab that has built it, but it'll be kind of the plurality, like the collection of all intelligences will be a general super intelligence.”
Howard: Closed US AI ecosystems will cause China to move faster
“Whereas, oddly, the US companies that used to lead the way have all drawn up the drawbridges, and that's gonna cause China to keep moving faster, because when you're in that more, both collaborative and competitive environment, you just Go way ahead, as we've …”
Howard: OpenAI compute spending grows exponentially while model utility scales logarithmically
“They kept on kind of exponentially increasing the amount they were spending on their models, whilst the Return, you know, the kind of utility of those models was only increasing logarithmically, and you kind of very quickly hit this point where it's like, oh, …”
Howard: Test-time compute scaling will hit diminishing returns within two years
“It's a thing where you get most of the juice out of it in the first year or two, so we're still in that. Phase at the moment, and we'll start to hit the curve off point pretty soon. Just like we did for training.”
Howard: No more evidence for near-term ASI today than 15 years ago
“I don't think we have any more evidence that ASI might be close now than we did 15 years ago, 15 years before that.”
Howard: AI growth will continue tailing off as low-hanging fruit disappears
“The amount of people and money being put into AI, it's going to keep going up, but again, the low hanging fruits being done now. So yeah, I think we'll continue to see the tailing off of growth.”
Sigma CEO Mike Palmer says text-to-SQL AI products are a joke
“So I think these products are a joke. I don't think that they're going to succeed and we don't care about them.”
Levie: Proposed US tariffs will cause a total economic disaster
“If as of, you know, Tuesday afternoon, you know, the tariffs that have been proposed, if those roll through you know, this is going to be a total disaster.”
Ada uses runtime guardrails to prevent inaccurate AI responses entirely
“Increasingly, we make those assurances in runtime, so it's actually not possible for ADA to deliver an inaccurate response.”
Masad: Long-tail SaaS products will disappear due to AI software generation
“As, you know, non-professional software engineers are able to build their own software I think that the demand for the, you know, plethora of SaaS that we have today will also go down, and that will reduce, because you'll be able to generate software on the fl…”
Masad: Total software engineer headcount will stay roughly constant
“So I think I think the population of software engineering will probably be constant and not grow all that much.”
Habib predicts AI will be able to run companies within five years
“This is AI that in three to five years is going to be able to run companies.”
Delangue: China is likely the current leader in open-source AI
“China has been publishing much more open source AI lately. I would argue that they're probably the leader today of open source AI which is surprising to some, but for example, in, in video, they've been leading in, in open source AI.”
Socher: AI scaling will hit logarithmic leveling off in reasoning gains
“I do think we are going to hit a sort of logarithmic kind of leveling off off like how much more data will give us that much more reasoning, right?”
Socher: Half of competitors' AI search citations are random, irrelevant links
“Some of our competitors, half of their citations are Independent, random links that have nothing to do with the sentence that they're behind.”
Pomel: Paul Graham's 'Founder Mode' essay will do more harm than good
“My worry about the founder mode, and everything that gets pulled down to a very short piece like that, is that I think it's going to be used and abused in all sorts of different ways, because there's so much context that goes into every single word in there, l…”
Scaling compute and GPUs alone won't yield autonomous enterprise AI
“I'm not an expert in the field, but I believe that this is gonna we need Another giant leap of innovation to get there. I'm not sure just throwing compute and increasing the number of GPUs without some fundamental discovery, it's gonna create this.”