Ten stories and the one that will age the best is the insurance angle at the bottom. "The actuaries might save us" is a genuinely important observation that deserves its own full piece.
Insurance companies have created more industry safety standards than regulators ever have and they've done it faster. Fire safety codes exist because insurers refused to cover buildings that didn't meet construction standards. Automotive safety features became universal because premiums punished manufacturers who didn't adopt them. Workplace safety regulations were largely codified after insurers had already enforced them through pricing. The mechanism is simple: if your behaviour is risky, your coverage costs more until you change. No legislation required. No political negotiation. Just actuarial math and contract law.
Berkshire and Chubb removing AI-related damages from standard policies is the opening move. What follows is predictable: speciality AI liability coverage emerges with specific underwriting requirements. Want coverage? Implement separation of duties in your agent architecture. Run automated validation on every AI output that touches a customer. Maintain audit logs. Carry out quarterly red-team exercises. The insurer effectively writes the governance framework and enforces it through the premium structure.
The $40M to $5B market projection tells you the scale of risk transfer thats about to occur. Every enterprise deploying AI agents at scale will need coverage, and the coverage requirements will standardise best practises faster than any regulatory body could draft legislation. By the time governments finish debating AI governance frameworks, the insurance industry will have already imposed them through contractual requirements.
The PE Trojan Horse observation is the other insight that compounds with the insurance angle. PE mandates AI adoption from the top and insurers mandate how it gets adopted from the risk side. Between the two of them they bypass the corporate immune system and the regulatory system simultanously. That's a pincer movement on enterprise AI governance that I don't think either side has fully recognised yet.
I’m imagining you have access to ChatGPT‘s Roslind I know that’s not the right spelling, but I can’t. I wasn’t going to ask any crazy. I was just wondering how amazing or if it is any good at all it’s pretty much only for the people that have advised ability to forward the medical sciences, The DNA sequencing I was wondering another thing I keep coming across this company twist and it is selling jeans now it seems that they’re partial jeans. I don’t know what many people want them for but they can’t do anything yet and other thing I wanna drink because you guys have anywhere with that EN – 23 molecule that was even a real thing. I started to think it was bullshit and it would exist. I just was thinking that it was pretty much only for billionaires. I’m thinking I’m gonna end up having her invent my own boost and nice peptides things like that, but they’re still lacking in the cognitive enhancement.
Sorry, my phone is really a mess I meant for the hope of mankind you were one of those people that was like this is like an Elon Musk just one of those very rare people
Oh my God, I didn’t know you were on here. You’re one of my favorite people out there for you have the help of mankind. I have to join this one. I have an issue with apple and that’s the reason not been able to join anyone’s except we’re hitting subscribe apple locked me out it did it before when they I had to report them for fraud they kept charging me for apps and get so they locked me out of the App Store and iTunes whatever so I can’t update or do anything with it until they let me back into it. I can’t forget this, though thing any card I give them they wipe out literally wipe it out. It’s a very frustrating situation. Please don’t respond to that. I don’t. I can’t believe I even put that down just I would join so many people’s group in a second.
The singularity is rarely framed as a business plan, but that is exactly what it has become. When you look at the infrastructure scaling required to sustain this momentum, the constraint is no longer the model capability, but the governance of the physical resources powering it. We are not just building superintelligence; we are completely rewiring how energy and computation are allocated. The entities that control that foundational layer will ultimately dictate the shape of the singularity.
My other comment - I do notice even from your podcast a somewhat negative China view and I may be off and I am not a “fan” of China but I do like neutrality!! Imagine China or a Chinese company was to buy a US version of what Meta tried ….
For me the “eye opener” last few days - we think of it it still asa “tool” - but very soon - like this next year - we will add 100 million plus services “employees” as smart or smarter and for sure MUCh higher workload than us humans - ask an “economist” what that will look like !?!?!
I watched the episode with Kotler yesterday, it was interesting hearing someone so totally Ai illiterate speak with such authority. He showed beyond any shadow of a doubt how important it is for people who actually understand this stuff to keep talking about it. I'm sure Stephen is an expert in his field, but when it comes to Ai he needs to stop telling everyone that he's a scientist every five minutes and try listening to the actual Ai scientists.
Peter, I just finished your book this morning here in New York, "We Are As Gods" (Diamandis and Kotler). As a creative, artist building Kind Robo sculptures and Conversational Sculptures, you leave me speechless, profoundly wiser, capable of talking riskier steps and excited to have the decades of both your research and interactions with innovators in technology, health, climate change, economics and psychology (to name a few) revealing just how lucky we are to be here in the now. Thank you Peter, I have already recommended your book to two groups, in climate studies and data security.
Thanks Peter.
Ten stories and the one that will age the best is the insurance angle at the bottom. "The actuaries might save us" is a genuinely important observation that deserves its own full piece.
Insurance companies have created more industry safety standards than regulators ever have and they've done it faster. Fire safety codes exist because insurers refused to cover buildings that didn't meet construction standards. Automotive safety features became universal because premiums punished manufacturers who didn't adopt them. Workplace safety regulations were largely codified after insurers had already enforced them through pricing. The mechanism is simple: if your behaviour is risky, your coverage costs more until you change. No legislation required. No political negotiation. Just actuarial math and contract law.
Berkshire and Chubb removing AI-related damages from standard policies is the opening move. What follows is predictable: speciality AI liability coverage emerges with specific underwriting requirements. Want coverage? Implement separation of duties in your agent architecture. Run automated validation on every AI output that touches a customer. Maintain audit logs. Carry out quarterly red-team exercises. The insurer effectively writes the governance framework and enforces it through the premium structure.
The $40M to $5B market projection tells you the scale of risk transfer thats about to occur. Every enterprise deploying AI agents at scale will need coverage, and the coverage requirements will standardise best practises faster than any regulatory body could draft legislation. By the time governments finish debating AI governance frameworks, the insurance industry will have already imposed them through contractual requirements.
The PE Trojan Horse observation is the other insight that compounds with the insurance angle. PE mandates AI adoption from the top and insurers mandate how it gets adopted from the risk side. Between the two of them they bypass the corporate immune system and the regulatory system simultanously. That's a pincer movement on enterprise AI governance that I don't think either side has fully recognised yet.
Great roundup.
What stands out to me is that the “singularity” is starting to look less like a single technological event and more like an economic reorganization.
Compute, energy, chips, cloud distribution, data centers, enterprise workflows, and consumer interfaces are all being pulled into the same direction:
intelligence as scalable infrastructure.
That makes this less of a sci-fi countdown and more of a capital allocation regime.
The key question may not only be how smart the models become.
It is who owns the bottlenecks once intelligence becomes an industrial input.
I’m imagining you have access to ChatGPT‘s Roslind I know that’s not the right spelling, but I can’t. I wasn’t going to ask any crazy. I was just wondering how amazing or if it is any good at all it’s pretty much only for the people that have advised ability to forward the medical sciences, The DNA sequencing I was wondering another thing I keep coming across this company twist and it is selling jeans now it seems that they’re partial jeans. I don’t know what many people want them for but they can’t do anything yet and other thing I wanna drink because you guys have anywhere with that EN – 23 molecule that was even a real thing. I started to think it was bullshit and it would exist. I just was thinking that it was pretty much only for billionaires. I’m thinking I’m gonna end up having her invent my own boost and nice peptides things like that, but they’re still lacking in the cognitive enhancement.
Sorry, my phone is really a mess I meant for the hope of mankind you were one of those people that was like this is like an Elon Musk just one of those very rare people
Oh my God, I didn’t know you were on here. You’re one of my favorite people out there for you have the help of mankind. I have to join this one. I have an issue with apple and that’s the reason not been able to join anyone’s except we’re hitting subscribe apple locked me out it did it before when they I had to report them for fraud they kept charging me for apps and get so they locked me out of the App Store and iTunes whatever so I can’t update or do anything with it until they let me back into it. I can’t forget this, though thing any card I give them they wipe out literally wipe it out. It’s a very frustrating situation. Please don’t respond to that. I don’t. I can’t believe I even put that down just I would join so many people’s group in a second.
The singularity is rarely framed as a business plan, but that is exactly what it has become. When you look at the infrastructure scaling required to sustain this momentum, the constraint is no longer the model capability, but the governance of the physical resources powering it. We are not just building superintelligence; we are completely rewiring how energy and computation are allocated. The entities that control that foundational layer will ultimately dictate the shape of the singularity.
My other comment - I do notice even from your podcast a somewhat negative China view and I may be off and I am not a “fan” of China but I do like neutrality!! Imagine China or a Chinese company was to buy a US version of what Meta tried ….
For me the “eye opener” last few days - we think of it it still asa “tool” - but very soon - like this next year - we will add 100 million plus services “employees” as smart or smarter and for sure MUCh higher workload than us humans - ask an “economist” what that will look like !?!?!
Curious how you see the pace of change this week compared to the same week last year — are we accelerating or just making more noise?
I watched the episode with Kotler yesterday, it was interesting hearing someone so totally Ai illiterate speak with such authority. He showed beyond any shadow of a doubt how important it is for people who actually understand this stuff to keep talking about it. I'm sure Stephen is an expert in his field, but when it comes to Ai he needs to stop telling everyone that he's a scientist every five minutes and try listening to the actual Ai scientists.
It's great to have your article provide an avenue for comments from your co-hosts. Invaluable.
Peter, I just finished your book this morning here in New York, "We Are As Gods" (Diamandis and Kotler). As a creative, artist building Kind Robo sculptures and Conversational Sculptures, you leave me speechless, profoundly wiser, capable of talking riskier steps and excited to have the decades of both your research and interactions with innovators in technology, health, climate change, economics and psychology (to name a few) revealing just how lucky we are to be here in the now. Thank you Peter, I have already recommended your book to two groups, in climate studies and data security.