The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 19 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Dolen: Rising compute costs could make humans cheaper than AI agents
“The number probably goes up if demand's going up, right? Just natural, basic macroeconomics. So if that happens, we're gonna find ourselves in a position where you might be saying, oh, I could replace That person with some level of agentics, but you know, it's…”
Dolen: Tech industry value proposition has shifted from software back to hardware
“You had a significant shift in the value proposition. Where was the value coming from? It went from software back to hardware.”
Dolen: AI shrinks SaaS moats by enabling DIY CRM and ERP
“AI shrunk those moats, and so you can now do CRM on your own. You can now do some components of ERP on your own. You can now do customer attraction on your own and marketing and that type of functionality. Well, that's a compressing feature, right? So in addit…”
Dolen: Enterprises hit budget ceilings, not compute bottlenecks, for AI
“Like right now, I'm not aware of in an enterprise environment where they're not able to run the things that they've built, ok? So they haven't run into that, you know, we'll call it the token limitation or the compute limitation. They've run into that we've sp…”
Dolen: Enterprise org charts will narrow into spindles within five years
“And so, yes, we're gonna go from pyramid to more like, you know, more like the spindle or the super narrow, you know, sale itself, but That's gonna be the transition that happens probably in the next two to five years.”
Dolen: Enterprises can now use AI agents to automate back-office finance tasks
“You can right now build a Gentix that they're interoperating with your ERP, interoperating with some of your custom built tools to do a lot of the things that historically you had people doing, right? You're checking the, you know, the actuals to accruals, you…”
PwC is hiring fewer people for pure accounting roles
“I think we're hiring a little bit in the less of just like, you know, pure accounting. Also a function of where we're doing it. It's not that we're hiring less people overall. We're hiring less people in certain areas.”
Dolan: PwC maintains hiring volume while shifting from accounting to science graduates
“We're hiring as many people as we did last year and we're changing the who we're hiring. We're actually hiring a lot more kids who are pursuing sciences and, you know, even in areas that they go beyond, you know, engineering.”
Dolen: AI infrastructure deployment is constrained by chips, labor, and copper
“You have commitments to spend money, but the actual ability to benefit from the spend of money, and even the ability to deploy it, those are Severely limited by actual supplies of chips and workers to build the buildings themselves. And of course, even the tel…”
Dolen: PwC shut off internal teams over excessive AI token spending
“We've had that. We've had to like turn teams off who've spent too much money on tokens. You know, maybe it wasn't for all the right things. We're like watching what people are doing and going, wait a second, I don't think we want you to use AI for that. You kn…”
Dolen: Long-term AI winners will be those owning infrastructure
“I can see a long-term bet decision-making process edging in favor of the models who have something underpinning them, either financially or structurally, right? The actual infra itself. So where are the data centers of the AI factory? Who owns the pipes?”
Dolen: Construction industry is 500,000 workers short for data center buildout
“A couple of construction companies were saying that they are roughly 500,000 people short of workers to build the requisite data centers and some of the infrastructure as necessary.”
PwC is shifting its hiring focus toward science and non-engineering graduates
“We're hiring as many people as we did last year, and we're changing the who we're hiring. We're actually hiring a lot more kids who are pursuing sciences and, you know, even in areas that they go beyond, you know, engineering.”
Enterprise AI agent adoption limits depend on error, cost, and governance tolerance
“The limits are going to be a tolerance for error, a tolerance for costs and a tolerance Again, for like what will be acceptable within the organization of having that thing do versus having, you know, a human do it.”
Dolan: Frontier AI model labs are on the verge of a price war
“I think we're absolutely right on the precipice of that.”
Dolen: 40% of Google Cloud Next attendees would pay 5x for AI
“Roughly 30, 40% of the room said they'd pay up to five times as much what they're paying today for the services that they're getting. That was not for advanced services. That was for the services they're getting today, they'd pay five times as much. So if it's…”
PwC automatically routes employees to specific AI models based on use case
“And we've even built that into some of our control plane technology. So there's selectivity of model and there's also recommendations within it as well. So depending on who you are and what it is that we think you're going to do with it automatically configure…”
Dolan: All 350,000 global PwC employees have access to AI tools
“We have 350,000 people globally. They all have access to one tool or another.”
Dolan: PwC control plane technology routes enterprise tasks to cheaper models
“So if somebody was coming to us with a cheaper model, a hundred percent, the direction of travel would go, you know, to that. And we've even built that into some of our control plane technology. So there's selectivity of model and there's also recommendations …”