Uploaded June 2026 | Updated September 2026, 2 weeks ago
Village Global Chairman Reid Hoffman on what AI could mean for cancer treatment:
"The typical thing in cancer is if you're lucky enough and it's limited to an organ, you can do surgery. When it gets past that, you basically go into chemo. The problem with chemo is you're poisoning yourself intensively with radiation with the hope that you kill the cancer before you kill you."
"This is like medieval leeches. It's all we got, and you can sometimes survive from it."
"AI is almost like a superpowered search engine. Part of what you're searching for is what are the right molecular structures that can allow us to do cures for things that are fatal."
"Curing fatalities is an ultimate positive humanism transformation of life.”
Village Global Chairman Reid Hoffman on what AI could mean for cancer treatment:
"The typical thing in cancer is if you're lucky enough and it's limited to an organ, you can do surgery. When it gets past that, you basically go into chemo. The problem with chemo is you're poisoning yourself intensively with radiation with the hope that you kill the cancer before you kill you."
"This is like medieval leeches. It's all we got, and you can sometimes survive from it."
"AI is almost like a superpowered search engine. Part of what you're searching for is what are the right molecular structures that can allow us to do cures for things that are fatal."
"Curing fatalities is an ultimate positive humanism transformation of life.”









![Inside the Math That Decides Which VCs Write Billion-Dollar Checks | Michael Hochberg (Periplous)
Michael Hochberg is a semiconductor entrepreneur, Caltech-trained physicist, and network investor with Village Global. Hes founder and president of Periplous LLC, and has built and scaled hardware and deep tech companies through multiple market cycles. Max Kilberg is an Investment Partner at Village Global.
In this excerpt, Michael breaks down the bifurcation happening in venture right now, mega funds like Thrive, Andreessen, and Sequoia raising massive quantums of capital to chase billion-dollar checks, while early-stage investing stays as artisanal and relationship-driven as ever. He and Max dig into why every stage of investing has effectively compressed into seed-style decision-making, how mega funds justify writing both billion-dollar and hundred-million-dollar checks inside the same firm, and why the exit math VCs are chasing has shifted from a few-hundred-X outcome to hunting for hundred-billion-dollar companies. The conversation closes on Michaels contrarian belief that most traditional startup moats, like customer lock-in and data flywheels, are eroding fast, and that speed and talent are becoming the only defensibility that still holds up.
This is an excerpt from our full conversation with Max Kilberg and Michael Hochberg. Watch the full episode here: https://youtu.be/LTfrV4tEdms
[00:00] Whats happening in venture that isnt obvious from outside
[01:22] The compression of every stage into seed investing
[02:13] How mega funds bridge billion-dollar and early-stage deals
[03:19] The exodus of young investors into operating roles
[04:29] Why founders used to avoid capital-intensive ideas
[05:21] Why capital intensity has become the dominant narrative
[06:57] From hundred-X outcomes to hundred-billion-dollar hunting
[08:17] Why bigger funds need bigger outcomes
[09:59] Im a no-moats-exist believer
[10:41] Do brand, scale, and network-effect moats still exist?
[11:54] Closing thoughts Inside the Math That Decides Which VCs Write Billion-Dollar Checks | Michael Hochberg (Periplous)](https://i.ytimg.com/vi/WwNxs0mC0GY/mqdefault.jpg)
