Question
Which jobs will AI replace, and which are safe?
Of the 11 moments we cut that answer this, 8 say jobs will change more than vanish, 2 say AI will take over jobs and one says some work stays with people or grows. Ali Ansari said on Sabrina Halper Show (Oct 15, 2026) that experts take on new work as AI automates parts of their existing work. Alex Karp said on a16z Podcast (Mar 12, 2026) that AI firms are taking jobs, which could provoke bipartisan support for nationalization.
Jobs that change8
AI shifts managers from directing work to enabling it
“that skill super transferable very useful in my own hiring probably the thing I look for the most it's like this empathy”
Felix RiesebergEngineering Manager, Anthropic14:33 Mathematicians need to understand AI proofs, not dismiss them
“we do need to digest these things and understand them and produce humanly comprehensible explanations of these results.”
Scott AaronsonTheoretical Computer Scientist, UT Austin11:12 Experienced engineers get more leverage from coding agents
“the more complexity that your brain can handle, the more you can break down the tasks and kind of assign them”
Jad NaousCEO, Grepr13:34 Good docs need structure, even as agents take over writing
“agents are the primary writers and maintainers of content now.”
Han WangCo-founder, Mintlify16:08 Human expertise must keep updating AI models
“when students graduate medical school it's something along the lines of 30 to 40 percent of the knowledge is like no longer relevant”
Ali AnsariFounder & CEO, Micro123:41 AI has to take over the detect-and-respond loop
“if you have humans in the detect and respond loop, you're going to be too slow.”
Kevin MandiaFounder & CEO, Armadin21:53 Vercel runs support, BDR and RevOps with agents
“the remaining support team that we have really is now finding legitimate problems in the product and then working really closely with the engineering”
Jeanne GrosserCOO, Vercel58:16 LLMs excel only where language is the substrate of reasoning
“LLMs are good programmers they're not software architects they're not computer scientists right but they can program for us”
Yann LeCunFormer Chief AI Scientist, Meta37:26
Jobs AI will replace2
AI firms risk nationalization if they ignore public concerns
“you get a famous horseshoe effect where there's only one thing people agree on, and that's that this is not paying the bills.”
Alex KarpCo-founder & CEO, Palantir11:38 Headcount is flat while revenue grows at Mag7 and AppLovin
“Right-sizes the workforce. At the same time as AI comes in, now the company's lean and mean, innovates, outcompetes companies like Google and Meta”
Thomas LaffontCoatue49:14
Jobs that are safe or grow1
Math proofs fall fastest where the whole test loop runs in software
“The real question for AI is where can you apply that loop model in a way that you can make a better prediction or better idea, each loop”
David FriedbergCEO, Ohalo41:01
Each moment is a few minutes of a long interview, cut by Real Alpha and filed under how it answers by a model that read its claim and quote. Open a moment for its full transcript. Last moment added Oct 22, 2026.