What AI does to work and productivity: acceleration, replacement, or both at once.
The count, last 30 days: 13 bull, 7 bear. The tape leans bull. A count, not a verdict.
The tape
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What the people who move markets are saying about this, in their own
words. These are views on the record, not scored bets: when a call here grows a number
and a deadline, it moves to the scoreboard. Newest first.
Bull2026-08-05
Debut public earnings call; next model out before year-end trained on SpaceX's full corpus (whisper garbles Grok as crop). EVENT: will, dated year-end.
And then with with 5 which should be out before the end of this year we'll be incorporating the entire corpus of SpaceX data basically all the data that SpaceX has ever produced which is a tremendous amount of the course of a quarter century will be incorporated into crop training.
An AI CTO rejecting the more-powerful-models arms race; diffusion over frontier.
The intelligence that we have today is already more valuable than we're harnessing. So we don't need the next more powerful model. What we need to do is make sure that the models we have work.
He frames the AI buildout as inflationary first, disinflationary later: 'right now what we're seeing is the demand side of the AI build out which is the data centers and camp acts and that's putting some upper pressure on prices' @32:14 (whisper garbles capex as 'camp acts'). Warns the risk in Chair Walsh's disinflation bet is that the productivity payoff 'takes a while' while inflation sits above target for a sixth year @33:06.
“over time PIMCO expects the productivity benefits to kick in perhaps sooner than people expect and also the disinflationary impacts of AI kicking in perhaps more and more larger than people expect”
Announcing a new Pittsburgh 'hotworks' facility for autonomous welding, grinding and inspection, he says frontline sectors run on technology '50, 60, 70 years old' @3:09 with five workers leaving for every two entering, and that humans working alongside robots is 'the only way that we can actually meet this moment' @4:58; he cites a $70 million Navy contract turning a five-month process into two days @4:15.
“This is a huge problem, 1.4 million jobs is how many trade jobs we have to hire in the next three to four years. And right now we are not on pace for that.”
Roubini ('Dr. Doom') argues raising the retirement age won't solve fiscal strain because AI/robots will drive permanent tech unemployment; concludes 'we will need some form of universal basic income for everybody.'
“a large chunk of the population is going to be replaced by A.I. and robots in the next 20, 25 years.”
'if companies are thinking they can differentiate on the models, I think that's probably a fool's errand' (@47:40); analogy: 'Having a website is not a competitive advantage' (@49:11). Also predicts a maturing applied-AI market: 'if you fast forward 12 months from now, IT departments will be really sophisticated' (@45:21) and 'where the world is going is paying for outcomes' (@41:58) - the Sierra pitch.
“if you fast forward a few years, intelligence will be widely available. So you're not going to be able to differentiate on intelligence, because you can just license it”
Explains why there's no endpoint: AI is more than a general-purpose technology - 'the inventor of inventions... recursive self improvement... continuously allows for more things to happen' (@5:36-5:48, citing James Manyika, garbled 'Menica').
“So I think it's it is almost impossible to predict the end point of this, other than I do believe it will be in higher productivity, but also a lot of disruptions that come with that.”
Live All-In interview at a conference in France; he reports ElevenLabs at $600M ARR @1:30 and 600 employees, and credits a step change in voice-agent quality 'in the last 12 months and especially in the last six' @10:28.
“it feels like the touring test will be completed. It's as smart as another human. And we hope this year we'll do that. Same thing for voice where any conversation feels like you're speaking with another human.”
'if we were to look at the tests that were created to define artificial general intelligence... we passed all of those. These were tests that were created 30 or 40 years ago. We need a new set of tests right now' @30:31; guest half-agrees: 'there are definitely places where we did achieve it' @31:03.
“I mean, these things, we're kind of there on AGI, don't you think? Like we've kind of achieved it. We just haven't deployed it.”
'the software piece naturally will grow into the service revenue' @34:43; he argues AI 'starts to break this model where you charge out associates for very high hourly rates and you have a billable hour model' @35:38, with firms trying fixed-fee and success-fee pricing - the episode's 'end of the billable hour' thesis.
“It's a trillion dollars every year into legal services, which is very fragmented. But the software spend into legal technology is about 40 billion. So it means there's 4% software, 96% service, which is bananas.”
On the US legal-research 'duopoly' (Westlaw and LexisNexis @44:24): 'They can't get the talent, they don't work our hours, and they're so political... it's just hard to move' @43:43; on their shares he says 'if you look at how their stock is doing' and assents ('Yeah') to the host's 'they're getting priced in with the AI certainty' @46:29-46:35; 'many believed... those organizations who had all the data was gonna be the winners. As we're starting to see in the market, that's no longer the case' @43:53.
“I think that some of the existing providers and the sort of legacy players have a really hard time pivoting into becoming AI native businesses.”
Asked whether junior-lawyer jobs survive AI: firms still 'need to bring people up the ranks' @39:54, but training shifts - 'It's orchestrating the agent that will be doing that work' @40:23; he adds that post-'Opus 4.5 and 4.6' agents 'can really do end-to-end work... moving us from a world where AI is just augmenting to AI is actually really doing things' @46:53-47:12.
“The job will exist, the tasks will be different, right?”
'They are not competing in our product category at all' @47:43; 'Claude has a legal offering, which is basically a bundling of mark down skills files and a couple of integrations' @47:49; he also dismisses building 'a general legal intelligence model like some of our competitors are attempting' as a waste @49:32.
“What it also does is it drives a lot of initial usage there, and then you hit the ceiling, or you understand how shallow it is, and then you call off. So it's actually a big pipeline generator for us.”
Estimates AI investment 'is adding 30 basis points to 50 basis points of GDP growth' (@1:23) but adoption is slower than believed. Later, on Hollywood: fears AI hits employment - 'I see quite the opposite' (@10:19), citing his animated-film example ($200M/500 people/2 years falling to $50M/50 people/6 months, freeing creatives to make more content).
“So I'm not one who thinks from a business perspective there's going to be a big cliff in employment”
His 'Engels Pause' thesis: 1801-1841 industrial-revolution productivity accrued to companies, not workers, for 40-60 years ('it's not the workers who made money... companies extracted the profit' @12:46); 'I think it's too early to say that we're net creating jobs.' @13:40. Downstream: falling tax revenue could push bond yields higher and force social policies.
“if artificial intelligence kills white collar jobs, which I think it'll kill jobs before it creates new jobs”
From his firm survey work: 'the legal profession is already changing quite dramatically' @2:27, 'at law firms, the pressure is real from clients to try to find ways to use these tools to be more efficient' @2:47, and 'the law firms that we talked to are just trying to do more to accelerate that process' @3:45. Examples: deposition review and contract comparison 'AI can do that in seconds' @3:19.
“And many of the tasks that first, second, third year associates, new lawyers would do are exactly the kinds of things that AI models are extremely good at.”
Direct answer to 'are we entering a world in which there are going to be fewer lawyers?' His mechanism: 'AI is going to decrease the costs of many legal services. And typically what we've seen is when the cost for something goes down, demand goes up' @6:49.
“So I think it's going to change the kinds of legal work that people do. But I'm not convinced that they'll necessarily be fewer lawyers.”
Bezos-camp answer on tape; cites Disney animators 10x after Pixar, radiologists multiplying after Khosla's call, chauffeur drivers 2x after Uber; on Dario: 'very deeply afraid... they've just been wrong consistently'; 'the sky is not falling' (@48:05)
…'s not in the US. Maybe we're getting to some consensus here. Job displacement versus job loss. Here is Brett Adcock sharing what they 're doing at Figure. They had an eight- hour challenge to have this robot they're building stored packages, and they did it for 200 hours. That's today. This is the least good it will ever be. This is the worst it's going to ever be. These things are getting really good. I spent time with Elon. I've looked at Optimus. I can tell you Optimus is better than what Figure is doing. What Optimus is going to do when Bezos and Andy Jassy are the least optimists inside of the Amazon factories is it's going to get rid of every-- let me state this very clearly-- every single package sorting, every single package delivery will not be done by humans in 10 years. And it's starting today, just like the idea that you would put together some of this consumer electronic stuff in factories with humans has gone away over time. And other countries-- I think you're making a very good point here, Sacks-- are going to experience it first. In America, knowledge workers, the entrepreneurial spirit, I think we 're going to see a Cambrian explosion in startups, which means we're going to be the ones who benefit from it. But if you're looking at those other countries, they'll see it acutely first. We're just going to see it here with drivers, and that's 5, 10 million people, like we saw it with cashiers. The idea of going to a cash ier at a fast food restaurant, which I know you guys don't…From: this video · 12 claims mined from it
“firms that spent the most on AI actually grew the fastest. And they tended to grow their head count roughly 10% in the two years following the adoption of AI. And entry level head count rose even faster. It grew at 12%.”
…In markets where Waymo has hit critical mass, the number of human drivers is going down. That's just a fact. And they're literally stop recruiting. In some narrow arbitrarily defined subset of their jobs, you're pointing to flatness. Exactly. Meanwhile, Dara told us that hiring a cost to the company has gone up in the face of these trends. That's at the company, not the drivers. No. No, you're wrong. Okay. Anyway, we'll agree to disagree here. Let me give you some actual data. Can I provide us this study? So RAMP and Revelio Labs just released a new study in the past week. Yeah, that was great. And it was an actual study of over 21, 000 firms in the US. And they looked at their payroll data combined with their spending on AI. And what they saw is that firms that spent the most on AI actually grew the fastest. And they tended to grow their head count roughly 10% in the two years following the adoption of AI. And entry level head count rose even faster . It grew at 12%. So all this stuff about how entry level head count is going to get wiped out, not true. The more firms adopted AI, the more hiring they did, at least that was a correlation. Obviously, they can't prove causation, but that was the correlation. And then companies that were not high intensity adopters of AI, they either didn't adopt or they were low intensity adopters, they just saw flatness in their head count. So no…From: this video · 12 claims mined from it
“In the cities where Waymo is present and has gotten past a couple of hundred cars, they've stopped recruiting drivers. Drivers are either static or going down in those markets.”
…do work. Okay. But do you think cabs and cities are not going to be self-driving? Do you think Zipline's not going to deliver your food? You're doing the Montanbailey thing again, JCal. It's not Montanbailey. I see this from my investments. I have a company, Autolane, that is doing this right now. But just go to customer support again, because you've been saying, yeah. I literally, we've had this debate ver batim and- Well, displacement, not job loss is my only point. Yeah, yeah, yeah. What Freiburg is pointing out is that whenever anyone pushes back on the fact that you don't have any data to support this in the present, you say you're talking about the future. Okay, fine. It's a prediction. There's no data to support it in the present. That's fine. You're saying it's going to happen in the future. No, no. I'll give you the data point. Oh, you will? You can dismiss what I want. I will. Yes. If you talk to Uber and Waymo, in the cities where Waymo is present and has gotten past a couple of hundred cars, they've stopped recruiting drivers. Drivers are either static or going down in those markets. So that is absolute evidence that this is happening and the rollout is going to be fast and furious. So it is not a future prediction. You can talk to the CEO of Waymo, you can talk to the CEO of Lyft and Uber, and they will tell you this explicitly. That's called marketing. I remember that. We interviewed Darren. He said jobs were increasing at Uber. Yeah. Because you're talking about more . Because productivity is going up with delivery. Productivity goes up. So it means people drive more. I'm not lying. You 're being disingenuous. No. The last time we interviewed Darren , on stage, he said jobs were going up. In markets where Waymo is, in markets where Waymo is, there might be other…From: this video · 12 claims mined from it
June jobs: household employment “down roughly 500,000”, payrolls “up maybe 57,000, roughly half of what economists expected”; “companies are not hiring as rapidly as they once did, and they are relying more on AI”
…below, well below. In fact, less than half the 4.2% CPI metric. And on the next chart, you can see the core inflation as measured by true flation is down in the low 1% range. Again, maybe this is what long-term treasury yields are looking at, or at least one of the signals are looking at, and why the yield curve is flattening out again. So on the next slide, you can see, we 'll get into employment. This employment number was crazy. So household employment was down roughly 500,000. Warm payroll employment was up maybe 57 ,000, roughly half of what economists expected. So on that score, it was a very weak report. You can see on this chart, rarely does this measure of employment decline in the absence of a recession, which you can see in the shaded areas. So what might be going on here is that companies are not hiring as rapidly as they once did, and they are relying more on AI, and…From: this video · 4 claims mined from it
Per Reuters (CNBC): told internal town hall AI agent development “has not accelerated in the way we expected”; 2026 reorg “wasn't as clean as it could have been”
…Julia Borson joins us now with more hi hey Scott some headlines leaking out from a meta internal town hall they're being reported by Reuters right now Reuters saying that Zuckerberg said that the 2026 reorganization of the company wasn't as clean as it could have been and also saying this internal town hall that AI agent development over the last four months has not accelerated in the way we expected this is a continuation of some commentary we've heard from him in the past he said that in this town hall according to this report and Reuters that top executives were worried in early 2026 that we weren't going to move fast enough and that the best the company made on its organization have not come to fruition just yet so see meta shares now trading down around four and a half percent we have reached out…From: this video · 1 claim mined from it
…going to crosscheck the government data against private data and probably introduce more private data sources into the Fed's own research. The fourth is productivity and jobs during this transformation, as he calls it, acknowledging that we are in a technology revolution and that productivity probably is accelerating and that government statistics are not picking this up correctly. So productivity is about 2.9% on a year -over-year basis right now. We think it's going to accelerate into the 5% to 6% range. This year is going to be a little confusing because productivity a year ago was negative in the first quarter. So that 2.9% is against a negative, but then there are two very big comparisons . The rapid growth in productivity last year was pretty astonishing, I think, as many people were delaying hiring and using more AI. And that should be even more the case, but there are going to be tough comparisons, so I just wanted to cite that as we…From: this video · 4 claims mined from it
Asked what surprises 2026 brings, he also predicts coding agents jump 'from multi-hour tasks to multi-day tasks, which I expect to happen next year' @28:17, and immediately flags his own claim's weight: 'That's a really crazy thing to say is that AI is going to make a novel scientific discovery in 2026.' @28:47.
“I hope for very small scientific discoveries in 2026. But if we can get those very small ones, we'll get bigger ones in future years.”
Gerstner notes Mag-7 job growth has been flat (Microsoft ~225,000, unchanged '24 to '25) amid Amazon layoffs 'this week', and dubs it 'the golden age of margin expansion.' Nadella: 'I'm a firm believer that the productivity curve does and will bend' @64:45, and says the 'unlearning and learning process... will take the next year or so. Then the head count growth will come with max leverage.' @68:37.
“I will say we will grow a head count. But the way I look at it is that head count we grow will grow with a lot more leverage than the head count we had pre-A.I.”
Follows his own framing that companies 'grow their bottom line, their number of employees slower than their top line' as the productivity gain, with the consumer surplus reinvested 'in creating a lot of things that didn't exist before.' @69:29. Said after noting the recent 'spate of layoffs' including Amazon's.
“And again, I certainly am an optimist. I think we're going to have net job gains from all of this.”