The Ledger
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Levie: AI code generation will increase software complexity and engineering jobs
“The funniest concept that the more code we write, the less we would need engineers would be the opposite because now your systems are even more complex than before, which means that you're going to be running into even more challenges of when you need to do a …”
Levie: Incoming software engineers will be unable to code without AI
“It's going to change the nature of the incoming class of engineers that you hire. Like they will literally not be able to code without AI assistant, assisting them.”
Levie: Enterprise AI implementation will fuel services businesses for decades
“So, so that, and that's going to be, there's going to be businesses that are doing that for decades. Like it's going to be an incredible opportunity for this kind of next generation set of firms, as well as existing ones that, that lean into that.”
Levie: Headless AI agents will scale to 1,000x human users
“Where again, you were normally constrained by the number of people on these platforms, but now the headless user can be, you know, a hundred or a thousand X the scale of those human users.”
Levie: AI yields 2x to 3x productivity gains, not 10x
“I don't think that it's a five to 10 X gain. I do think it's a two to three X gain, maybe across the board. You are still rate limited by how quickly can you review this stuff and check on the work.”
Levie: Enterprise AI diffusion will take longer than Silicon Valley expects
“The diffusion of AI capability is going to take longer than people in Silicon Valley realize.”
Levie: AI agents cannot be governed like human employees
“So you can't fully treat them like humans because here's the thing. And with regular humans, you don't get to look at the Slack channel of the person that, that is working with you or working for you. You don't get to log in as them. You don't get to oversee t…”
Levie: AI agent security risks are 1,000x greater than human employees
“The risk is like a thousand times greater. Like these people, like they will just leak your information whenever they want. Like they will happily just go and send some email to somebody because they got prompt ejected.”
Levie: Enterprise AI must assume context window data can be leaked
“And so then thus, if anything can ever enter that context window, because they have access to a resource, then in theory you should assume it can be, you know, prompt ejected out of the context window, and I don't know that we know of a way to solve that at th…”
Levie: AI-native service firms will disrupt incumbents before hitting normal corporate limits
“I do think that will be relatively disruptive You know, for some time until the bigger incumbents can kind of, you know, get out of the way on this. And that will at least create, you know, some precedent or case studies of what this new sort of corporation co…”
Levie: Software teams should intentionally waste AI tokens to maximize experimentation
“Like, for me right now, I'm like, yeah, we should probably waste a lot of tokens, because that means that we're, like, trying new things.”
Levie: Pricing H-1B visas allows big tech to capture most talent
“I think that you'd have a situation where the Amazons and Googles would probably actually capture the vast portion of the talent in this situation. So it's not clear to me that, like, startups sort of are come out ahead or better off from this particular imple…”
Levie: Domain experts, not generalists, benefit most from AI tools
“This is this really counterintuitive thing where, and you've talked about specialization on the last one is like it, the biggest gains of AI go to people who have some degree of expertise in an area to know what is actually true. What is not going to work? Wha…”
Levie: Tech incumbents rarely disrupt themselves, they expand into new markets
“And to your point, it's actually very rare whenever we say these companies disrupted themselves, it's almost never the case that they disrupted themselves. It's the case that they went after a market that they had no, No actual, you know, take the, you know, m…”
Levie: AI-native systems integrators will decisively outcompete legacy service firms
“If you wanted to be a new systems integrator, and your whole point is, is that we are a systems integrator, but we use cloud code, or we use cognition, or we use, you know, cursor to get the output, you will have such an advantage over any incumbent because th…”
Levie: AI market will follow SaaS pattern with $100B new disruptors
“I think it's going to look like what we saw in something like SAS or cloud, which is the incumbents get bigger, but then there's all of these new categories that we would not have been able to predict. And then there's lots of 10 and 20 and fifty and one hundr…”
Levie: Single AI agents degrade code quality via context rot
“If you just said, here's my entire code base, you know, go run wild, you know, to one agent, it's, it will just, you know, produce worse and worse code over time because it's going to have context rot.”
Levie: Tech industry will build domain-specific AI agents over next five years
“We're just in a five year period right now where you're gonna have to build agents for every vertical, every domain, and there's a playbook that's starting to emerge of what that needs to look like.”
Levie: A single company cannot defeat 50 startups across 50 domains
“Like, I don't know how anybody would set up a company to be able to beat 50 startups across 50 different domains.”
Levie: Enterprise AI adoption will outpace the cloud computing transition
“AI is going to take over the enterprise. We know this is going to happen, and it needs to happen to us faster than it happens to our competitors, which is a totally different dynamic than we saw with cloud.”
Levie: Enterprise AI adoption speed is limited by human workflow changes
“And that, that's something where I do think We have to be prepared for this as many years. It's about the speed at which humans can change their workflows as opposed to how kind of quickly the technology can just, you know, sort of evolve in advance.”
Levie: AI agents act as sustaining innovation for SaaS incumbents
“Right now with AI, everything kind of looks like a sustaining innovation if you're an incumbent, which is like, instead of a user pressing the buttons in the application, let's have an agent run through the API and operate as if they were that user. And so all…”
Levie: Individual contributor roles will shift to orchestrating AI agents
“And it's like, okay, your job is now orchestration, you know, integration of work, planning, task management, reviewing, auditing, and that will, you know, that will radically change work.”
Levie: Companies shouldn't lock in operational transformations for current AI
“Interestingly, there's probably, it probably behooves us to not over rotate on transforming yet internally for any given company, simply because the technology is changing so fast that like you probably wouldn't want to snap the line right now, run your whole …”
Levie: AI will trigger a 10x surge in custom software creation
“And so I could underwrite a 10 X growth of the amount of custom software that gets written and the fact that these core systems don't go away because there's just actually going to be way more software in the world that gets created.”
Levie: Vertical AI agents will outperform horizontal models in specialized workflows
“Now, that translates fine to agents, but I still would then bet on that, that vertical player doing that, as opposed to somebody prompts their way into ChatGPT to build a FDA compliance agent. I would still largely bet on, you know, complianceagent.ai to do th…”
Levie: Graphical user interfaces will remain essential alongside AI agents
“The theory of, like, the full abstraction away from the interface, and it's all an API call, I don't think that happens, and so, ironically, probably what will happen is in a couple years from now, we will see agents, like, rebuild entire web pages and dashboa…”
Levie: AI will invent new work rather than just automate tasks
“What we do too many times with an AI is we like look at today's way of working and we're just like, AI will come in and take 30% of that. And it's like, no, no, no, we'll just do totally different things with AI.”
Levie: AI adoption will create new jobs dedicated to managing agents
“So they'll hire more people and those will be, you'll have new types of jobs. Like we'll have jobs for people just to manage agents and Like, you'll have operations teams.”
Levie: Construction workers are far more mobile than tech workers
“I think we think of, you know, the tech industry as being very mobile. Well, it turns out construction workers are actually far more mobile than those of us in the tech industry.”
Levie: Rapid AI innovation causes enterprise decision paralysis, slowing diffusion
“So, so to some extent, the speed of our change in, in tech actually reduces the ability for the tech to get diffused into the really, really important workflows. Because now you have a lot of paralysis in, in just making decisions.”
Levie: AI agents will prefer APIs over GUI navigation when available
“I would just say that, that, that any software that has a good API, the agent would absolutely prefer To use the API.”
Levie: AI built 80% to 90% of Box's latest product feature
“AI built probably 80 to 90% of the feature. And the thing that slowed down the release of it was we have to do a full security review because we can't let there be any, you know, accidental code injection into the thing that we created.”
Levie: AI agents will outnumber human software users by 100x to 1,000x
“If you have a hundred or a thousand times more agents than people, then your software has to be built for agents, and then what is the way that those agents are going to interact with your system? It's going to be through an API or a CLI.”
Levie: Future SaaS success depends on building high-quality APIs for AI agents
“Everybody that built a SaaS business or a software business is like, the game is, can you build really, really high quality APIs? Can you have a way of monetizing that? You know, do you have a way of handling the identities and all of the access controls for a…”
Levie: AI agents will increase file volume, boosting Box's business model
“Every agent really loves working with files, so there'll probably be more files in the future than there was going to be before, and so, you know, can we build a platform that, like, makes it really easy for agents to work with that data? You know, we, we're b…”
Levie: Enterprise AI compute is unique because users can spin up resources
“I don't think we've ever had a point where the end you, every end user in an organization has sort of a completely elastic ability to spin up a resource on their behalf.”
Levie: AI currently generates 30 percent of Box's codebase
“About 30% of our code right now Is, is coming from AI.”
Levie: Small startup founders report 3x to 10x AI productivity gains
“I will regularly talk to three, five, ten-person startup founders that, that self-report they might be getting somewhere on the order of, like, three to five to 10 X productivity improvements.”
Levie: AI transforms company creation in ways cloud computing never did
“By 2005, other than the fact that our resources were in the cloud versus, you know, you had to go to a data center. In our case, we actually still went to the data center. Like, not that much about the company building process was different. Today, in 25, ever…”
Levie: Distribution is incumbents' only real advantage over AI startups
“There, there's like all, there is incumbent advantage in distribution, but that is it. There's no other, other real advantage.”
Levie: Startups gain enterprise scale because incumbents refuse to retool workflows
“And they're not going to retool their entire internal engineering workflows to move at 10 X the pace. And so a brand new startup can go and do that and then instantly get the scale of a larger company.”
Levie: Consumer adoption will drive a massive enterprise AI upgrade cycle
“So this is why, this is just lays the foundation for why we're going to see just a massive upgrade cycle in the enterprise.”
Levie: Expert engineers achieve 10x productivity gains from AI tools
“Where the expert engineers are like, I don't mind that it's a slot machine where I'm pulling it and I see what comes out because I know I can still get 10 X productivity.”
Levie: AI prompting will not disappear anytime soon
“I think prompting doesn't go away anytime soon, simply because the leverage you get on the set of instructions you're going to give the AI at the start. It's still going to be massive.”
Levie: Goldman Sachs uses AI to draft S-1s in minutes
“David Solomon at Goldman Sachs, Has given this anecdote of they can write now an SEC filing or an S one for an IPO in like a few minutes that used to take a number of analysts, you know, a few days.”
Levie: SaaS per-seat pricing will persist until humans are fully removed
“Well, until you, until the human literally is not a seat on the system, I think you don't remove the end user license as a component.”
Levie: AI agents unlock startup opportunities in non-digitized sectors
“For startups in the AI world, the equivalent of that is I think there's a lot of categories now where there is no actually software incumbent in that category where AI agents all of a sudden let you go build software for that category. Legal, healthcare, educa…”