Hoffman: Pure AI simulation will not solve drug discovery
Reid Hoffman · Reid Hoffman on AI, Consciousness, and the Future of Labor · Oct 20, 2025 · at 7:33
Reid Hoffman critiques Silicon Valley's assumption that biological systems can be fully simulated in software to discover new drugs.
0:00 / 0:06exact quote · 6.0s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“Silicon Valley will classically go, we'll put it all in simulation and that will solve it. Nope, that's not going to work.”
quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →
More from Reid Hoffman
Hoffman: Silicon Valley's major blind spot is focusing strictly on software
“We have our kind of blind spots, and a classic one for us tends to be well, everything should be done in See us. Everything should be done in software. Everything should be done in bits.”
Hoffman: Predictive AI for drug discovery only needs 1% accuracy
“Simply doing prediction and getting that prediction right, and by the way, it doesn't have to be right a hundred percent of time, it has to be right, like, one percent of the time, because you can validate the other 99% were it right, and then finding that one…”
Hoffman: AI models are better diagnostic knowledge stores than humans
“And so the diagnostic capabilities, these are much better knowledge stores than any human being on the planet.”
Hoffman: In 10 to 20 years, doctors won't be human knowledge stores
“I actually think there will be a position for a doctor, 10 years from now, 20 years from now. It won't be as the knowledge store. It will be as a user of an, as an expert user of the knowledge store, but it's not gonna be, oh, because I went to med school for …”
Hoffman: AI agency and goal-setting capabilities are almost certain
“I think agency and goals is almost certain. There is a question. I think this is one of the areas where we want to have some clarity and control. That was a little bit like the kind of question of what kind of compute fabric holds it together because you can't…”
Hoffman: AI will be net super positive for climate change
“They obsess about the climate change stuff, because actually, in fact, if you apply intelligence at the scale and availability of electricity, you're going to help climate change. You're going to solve grids and appliances and a bunch of other stuff. And just …”