Isenberg: Marketers must learn underlying workflows rather than ephemeral AI tools
“The tools are going to keep changing, but the workflow is the thing to actually learn.”
Levine: Studies show the primate brain physiologically treats tools as bodily extensions
“There were studies that were done in monkeys using tools. And you can actually find where in the brain, ah, like which neurons activate for the monkey to figure out where its hand is. It turns out that if it's using a tool, they activate based on location of t…”
Eyal: Beliefs should be treated as functional tools rather than truths
“Beliefs are tools, not truths. And so I can have this conviction that is open to revision based on new evidence because it serves me.”
Foster: Giving AI agents more tools increases their error rates
“The more tools you give it, The harder it thinks, the more mistakes it's gonna make.”
Shear: Certain ultra-powerful tools exceed human wisdom and should not be built
“There's a power of tool that, that just should not be built. Generally because we, it's, it is more power than any human's individual wisdom is available to harness.”
Pineau: Users treat AI as a work tool rather than a companion
“I see a lot of people using it as a tool, more than as a companion. You know, people have this, you know, Swiss knife in their work life all of a sudden that can be super helpful, but that's really most of what I see.”
Mitchell: LLMs allocate compute efficiently by deferring tasks to specialized tools
“I think, like, part of this is you can just allocate compute a lot more efficiently because you can defer stuff that the model doesn't have comparative advantage to doing to a tool that is, like, really well suited to doing that thing.”
Goyal: Simple tool-calling prompts cover 80% to 90% of AI use cases
“For probably 80 or 90% of the use cases that we see with people doing this, like very, very simple, I create a prompt, it calls some tools. I can like very ergonomically write the tools, plug into popular services, et cetera, and then just call them kind of li…”
Yao: Reliable tool design accounts for 90% of agent performance
“I think making the tool good and reliable is probably like 90% of the whole agent. Once the tool is actually good, then the agent design can be much, much simpler. On the other hand, if the tool is bad, then no matter how much you put into the agent design pla…”
Horowitz: AI economic value will accrue to tools, not base models
“The actual layer where the value is gonna crew is gonna be like tools, orchestration, that kind of thing, because you can just plug in whatever the best model is at the time. Whereas the models are gonna be competing, you know, in a death battle with each othe…”
Cutler: Applying product tools out of context causes worse outcomes than nothing
“People trying to put tools in play out of context sometimes had worse effects than them just not doing it all to do that.”
Chip Huyen: MLOps startups ignore real-time learning for low-hanging fruit
“We don't have tools for it yet. And I see very, very, very little tools focusing on it because most people are like targeting on focusing on low hanging fruit.”
Andreessen: Technology will continue augmenting human capabilities rather than replacing them
“I'm an extreme optimist on this. I think we just make better and better tools all the time. And the tools help us as humans magnify our abilities. They don't take away from what we can do. They help us do more than we could possibly do before. And I think that…”