Principles
Durable claims that survive beyond the speaker's biography — each with explicit limits, transferability judgment, and evidence.
Principle
Network effects benefit hardware via developer-platform stickiness
A developer platform on top of hardware creates two-sided network effects (hardware ↔ developer software) that lock in the hardware in a way no hardware specification alone can.
If you sell hardware, the durable moat is the developer platform on top — not the spec sheet. Build the platform before competitors match your specs.
“The 2006 release of CUDA, a general purpose programming interface for Nvidia's GPUs, opened the door for use cases far beyond gaming.”Roelof Botha
“My students and I started to work on and push the idea that GPUs could be used for deep learning, for neural networks. ... there was one other breakthrough technology. I remember at Stanford when my students were telling me, "Hey Andrew, there's this thing called CUDA."”Andrew Ng
Principle
Take the very long view — 30-year overnight success
Compounding works on multi-decade time horizons because each cycle of investment-iteration produces capability that enables the next cycle; founders who operate on quarter-time scales never accumulate the compounding.
What''s your 30-year version of the same problem? If you can''t name it, your time horizon is too short for compounding to work.
“It feels like this overnight success was 30 years in the making.”Chris Malachowsky
“There's a concept we talk about at Sequoia called the "timespan of discretion." What is the time scale across which you operate?”Roelof Botha
Principle
Don''t discount the value of a little good luck — and the kindness of others
Survivorship-bias narratives over-attribute success to skill; explicit acknowledgement of luck and others'' kindness corrects the bias and produces calibrated decision-making in the next cycle.
In your founding story, name the moments others were kind to you. The naming is calibration, not just gratitude.
“You can't discount the kindness of people when you're starting your company, when you benefit from the kindness of all the people that support you. But in this particular case, it was some 5 million dollars, I think it was, that they continued to pay us. It was all the money that we had. And it gave us just enough money to hunker down.”Jensen Huang
Principle
Success can make you risk-averse — fight that as the company grows
Success raises the perceived cost of failure (defending what you have) without raising the perceived value of new bets, so the EV math on next-zero-billion-market bets becomes asymmetric against them — fighting that asymmetry is the founder''s job.
Audit your portfolio of bets: how many would you make if you were back at zero? If the answer is fewer than you''re making now, success has shifted your math toward defense.
“This is the type of risk that, unless you've survived building a startup, you're probably allergic to doing. And the reason for that is at this time, we're public, we're a multi billion dollar company, we're actually successful now. And, you know, we've dodged several life-threatening challenges. Nobody wants to derail the company. They want to defend the company and protect the company.”Jensen Huang
Principle
Pay attention to unexpected uses of your product
Unexpected uses are unsupervised market signal — they reveal demand the founder didn''t plan for, and that demand often points to the next adjacency or pivot.
Track unexpected uses of your product systematically. They''re unsupervised market signal — and the next pivot often hides inside them.
“Universities after another, researchers realized that by buying this gaming card called GeForce, you add it to your computer, you essentially have a personal supercomputer.”Jensen Huang
“I remember at Stanford when my students were telling me, "Hey Andrew, there's this thing called CUDA, not that easy to program, but it's letting people use GPUs for something different."”Andrew Ng
Principle
Manufacture and amplify small wins to sustain pivot momentum
Pivots fail not at the strategic-decision step but at the multi-year sustainability step; manufactured small-win amplification is the org-level mechanism that keeps momentum alive between visible breakthroughs.
On any multi-year pivot, instrument every small win and amplify it inside the org. Without it, the pivot dies of attrition between breakthroughs.
“As a CEO or anybody who is trying to steer the ship in a new direction, you have to have some intermittent, some near-term positive reinforcements. And so you have to keep promoting the idea. Whenever something good happens, that reinforces the direction you're going you have to, you know, put into perspective: What is this? Why is this important? How does this help us get to the next level?”Jensen Huang
“You gotta make a big deal out of those small wins.”Jensen Huang
Principle
Bet on zero-billion-dollar markets — first principles + just start
Market-research-based decision-making systematically excludes the highest-EV bets because the markets that produce them don''t exist yet — first-principles reasoning is the only mechanism that finds them.
When market research says zero, ask: do the first principles say I''m right? If yes, market-zero is evidence the opportunity exists. Start.
“The first principles say you start from your assumptions, whatever you believe, and you break it all down, and it says therefore, you should do this, ergo this. So why don't you do it? For what reason don't you do it? And so if you believe this is going to change the computing industry altogether, for what reason don't you take this first move? Just start.”Jensen Huang
“Jensen always likes to say that, you know, We're investing in zero billion dollar markets.”Mark Stevens