Please Fund More Science

Experts on the COVID-19 pandemic seem to think there are three ways out—that is, for life, health, and the economy to return roughly to normal. 

Either we get a vaccine good enough that R0 for the world goes below 1, a good enough treatment that people no longer need to be afraid, or we develop a great culture of testing, contract tracing, masks, and isolation.

I wish that the federal government were doing much more—it would be great to see even a few percent of the recent stimulus bill go to funding R+D.  But they don’t seem to be funding enough science, and although I think concerns about the private sector and philanthropy doing what the government is supposed to be doing are somewhat valid, there isn’t a great alternative right now.

On the positive side, I have never seen a field focused on one problem with such ferocity before.  The response of biotech companies and research labs is amazing, and the speed they are operating at seems to have increased by more than 10x.  It’s the best of the spirit of innovation, and it’s inspiring to see what these companies and research labs are doing.

Scientists can get us out of this.  What they need are money and connections.

Investors and donors—this is where we can help.  Please consider shifting some of your focus and capital to scientific efforts addressing the pandemic.  (And future pandemics too—I think this will be a before-and-after moment in the world, and until we can defend against new viruses quickly, things are going to be different.)

The learning curve is quick, and there are a lot of experts willing to help you with diligence.  It feels good to do something that might be useful, it’s interesting to do something totally new, and it will make you more optimistic.

If you make it known to your network that you want to fund efforts working on COVID-19, you’ll get flooded with opportunities.  And it’s always good to invest where the best founders are congregating.

Funding for COVID-19 Projects

I’m trying to fund startups/projects helping with COVID-19, because it’s basically the one thing I know how to do that can help.  I think we will soon have enough testing capacity, so now I’d like to start funding more startups working on:

  1. Producing a lot of ventilators or masks/gowns very quickly.  This will require a lot of repurposing and creativity but thankfully is an engineering problem not a scientific ones.
  2. Screening existing drugs for effectiveness.
  3. Novel approaches to vaccines (i.e., not doing what the big pharma companies are already doing).
  4. Novel therapeutics that the big pharma companies are unlikely to work on.

We tried this public spreadsheet but it didn't work that well; please email me instead.

Also, if anyone knows of a contract research company that can run a viral challenge against SARS-CoV-2 in a humanized ACE2 animal model, that would help a startup I’m working with.  Please reach out!

And of course, I think the best thing to do is still to get people to stay home.

The Virus

Although I still hope things will go differently, the experts I’ve spoken to think we are likely to face a global tragedy—hundreds of thousands of deaths from Covid-19.

I hope that society views this as a warning for the future.  Covid-19 is bad, but only a warm-up.  I think it’s unlikely that this is the worst new pandemic (human-created or otherwise) we’ll see in our lifetimes.  We need to be ready to deal with it much better next time.

In the meantime, young healthy people should try to avoid getting Covid-19 for as long as possible.  It’s true that it doesn’t seem to be very bad for young people, but more people getting it—particularly people who don’t get sick enough to stay home—will accelerate the spread, and this virus seems quite bad for old people and people with pre-existing conditions.

I expect society will shift to a new normal pretty fast.  Some of these elements—e.g., much less business travel, much less handshaking, much more handwashing—I expect to just stick.  Some others—e.g., people working from home all of the time—I expect to not stick. 

The economic disruption is still probably under-appreciated and will remind us that our systems are more fragile than we think.  For example, I do not think the recent plunge in US Treasury yields is explained by Covid-19 alone, but rather a reminder of cascading effects that can happen in a complex system.

Hard Startups

The most counterintuitive secret about startups is that it’s often easier to succeed with a hard startup than an easy one.  A hard startup requires a lot more money, time, coordination, or technological development than most startups. A good hard startup is one that will be valuable if it works (not all hard problems are worth solving!).

I remember when Instagram started to get really popular—it felt like you couldn’t go a day without hearing about another photo sharing startup.  That year, probably over 1,000 photo sharing startups were funded, while there were fewer than ten nuclear fusion startups in existence.

Easy startups are easy to start but hard to make successful.  The most precious commodity in the startup ecosystem right now is talented people, and for the most part talented people want to work on something they find meaningful.

A startup eventually has to get a lot of people to join its quest.  It’s usually reasonably easy to get the first five or ten people to join—you can offer large equity grants and areas of responsibility.  But eventually, what you have to recruit with are the mission of the company, the likelihood of massive success, and the quality of the people there. [1]

Few recruiting messages are as powerful (when true) as “the world needs this, it won’t happen any time soon if we don’t do it, and we are much less likely to succeed if you don’t join.”

There is a derivative of the Peter Principle at play here—your startup will rise to the level where it can no longer attract enough talented people.  (This sometimes holds true for careers too—the limiting factor for many careers eventually becomes how many talented people you know and can get to work with you.)

An easy startup is a headwind; a hard startup is a tailwind.  If people care about your success because you seem committed to doing something significant, it’s a background force helping you with hiring, advice, partnerships, fundraising, etc.

Part of the magic of Silicon Valley is that people default to taking you seriously if you’re willing to be serious—they’ve learned it’s a very expensive mistake, in aggregate, not to.  If you want to start a company working on a better way to build homes, gene editing, artificial general intelligence, a new education system, or carbon sequestration, you may actually be able to get it funded, even if you don’t have a degree or much experience. 

Let yourself become more ambitious—figure out the most interesting version of where what you’re working on could go.  Then talk about that big vision and work relentlessly towards it, but always have a reasonable next step. You don’t want step one to be incorporating the company and step two to be going to Mars.

Be willing to make a very long-term commitment to what you’re doing.  Most people aren’t, which is part of the reason they pick “easy” startups.  In a world of compounding advantages where most people are operating on a 3 year timeframe and you’re operating on a 10 year timeframe, you’ll have a very large edge.


 

Thanks to Luke Miles for reviewing drafts of this.

[1] Another solution to this problem is to think about startups that can become quite successful with less than ten people.  As compensation packages from the giant tech companies continue to increase, I suspect this will become a trend.


How To Invest In Startups

There is a lot of advice about how to be a good startup founder.  But there isn’t very much about how to be a good startup investor.

Before going any further, I should point out that this is a particularly hard time to invest in startups—it’s easier right now to be a capital-taker than a capital-giver.  It seems that more people want to be investors than founders, and that there’s an apparent never-ending flow of capital looking for access to startups.

The law of supply and demand has done its thing.   Valuations have risen, and the best investment opportunities are flooded with interest.  As a friend of mine recently observed, “it’s much easier to get LPs to give you money for your seed fund than it is to get a meaningful allocation in a ‘hot deal’”.

That said, to do well as an investor, you need to do three things: get access to good investment opportunities, make good decisions about what to invest in, and get the companies you want to invest in to choose you as an investor.  That’s it! You can often help the companies you invest in become bigger than they otherwise would have been, but the sad reality is that your best investments will do quite well without you.

Access

Getting access to investment opportunities is the easiest of the three categories: you can just work hard.  It’s surprising that most investors don’t work hard, but it’s true, and a bug that you can exploit.

Putting a lot of energy into networking actually works, as long as you aren’t just trying to touch base when people can find some time away from their crazy calendars to grab coffee.  If you actually figure out how to help other investors you respect, and to really help good founders, then good investment opportunities will come your way.

If you’re starting out as a full-time investor, make it your full-time job to figure out how to help people that will become your future investment-sourcing network.  Instead of just asking your contacts to tell you about investment opportunities, ask them if you can spend a day per week helping their best company. In general, early-stage investors can help a lot with closing candidates, future fundraising, customer introductions, and generic advice.

A brand is the other way to get access.  There are a lot of ways to build one, but by the same principle of working hard, a good example is to write long-form content (hard, few people do a good job at it) instead of tweeting (easy, everyone does a pretty good job at it). 

Decisions

Great founders are the key to great startups.  One way to do really well as a startup investor is to get good at predicting who is going to be great before they are—the market rewards finding great but inexperienced people.  You can also do well by investing in people who are already proven, but the price of the shares you buy will reflect that.

So how do you identify future greatness?

It’s easiest if you get to meet people in person, several times.  If you meet someone three times in three months, and notice detectable improvement each time, pay attention to that.  The rate of improvement is often more important than the current absolute ability (in particular, younger founders can sometimes improve extremely quickly).

The main question I ask myself when I meet a founder is if I’d work for that person.  The second question I ask myself is if I can imagine them taking over their industry.

I look for founders who are scrappy and formidable at the same time (a rarer combination than it sounds); mission-oriented, obsessed with their companies, relentless, and determined; extremely smart (necessary but certainly not sufficient); decisive, fast-moving, and willful; courageous, high-conviction, and willing to be misunderstood; strong communicators and infectious evangelists; and capable of becoming tough and ambitious. 

Some of these characteristics seem to be easier to change than others; for example, I have noticed that people can become much tougher and more ambitious rapidly, but people tend to be either slow movers or fast movers and that seems harder to change.  Being a fast mover is a big thing; a somewhat trivial example is that I have almost never made money investing in founders who do not respond quickly to important emails.

Also, it sounds obvious, but the successful founders I’ve funded believe they are eventually certain to be successful.

In addition to learning to predict who will become great founders, you have to be at least okay at predicting what markets will be good.

Startups are likely to happen in many more industries—startups can win wherever costs can be low and cycle time can be fast.  Startups do particularly well in industries with rapid technological change, because their fundamental advantages over large competitors are speed and focus.  A higher rate of change gives startups more opportunities to be right and the large competitor more opportunities to stumble.

Like the founder, and like a company, what you should care about is the growth rate and eventual size of a market (I don’t know why most investors are so obsessed with the current size of a market instead of how big they think it will be in ten years, but it’s an opportunity for you).

The best companies tend to have the courage to lead the market by a couple of years, but they know the secret for telling the difference between a real trend and a fake trend.  For a real trend, even if there aren’t many users, they use the new platform a lot and love it. For example, although the iPhone was derided for not having many users in its first year or two, most people who had an iPhone raved about it in a way that they never did about previous smartphones.

The very best companies tend to ride the wave of a new, important, and rapidly growing platform.

The spectral signatures of the best companies I’ve invested in are remarkably similar.  They usually have most of the following characteristics: compelling founders, a mission that attracts talented people into the startup’s orbit, a product so good that people spontaneously tell their friends about it, a rapidly growing market, a network effect and low marginal costs, the ability to grow fast, and a product that is either fundamentally new or 10x better than existing options.

You should try to limit yourself to opportunities that could be $10 billion companies if they work (which means they have, at least, a fast-growing market and some sort of pricing power).  The power law is that powerful. This is easy to say and hard to do, and I’ve been guilty of violating the principle many times. But the data are clear—the failures don’t matter much, the small successes don’t matter much, and the giant returns are where everything happens.

The central learning of my career so far has been that you can and should scale up things that are working.  The power of scale, and the emergent behavior that sometimes comes from it, is tremendous. I think about the potential energy of future scale for every investment I make.  Most people seem terrible at this, so it’s another bug you can exploit.  

Although good ideas are understandably seductive, for early-stage investing they are mostly valuable as a way to identify good founders.  However, sometimes bad founders have good ideas too, and investing in them is the chronic investing mistake that has been hardest for me to correct.  (My second biggest chronic mistake has been chasing investments primarily because other investors like them.)

Close rate

The better the investment opportunity is (i.e., expected value relative to valuation), the harder it usually is to get the company to choose you as an investor.

Traditional sales tactics works pretty well here.  Spend a lot of time with the founder, explain what you’re willing to do to help them, ask founders you’ve worked with in the past to call them, etc. 

A reputation for being above-and-beyond helpful and accessible is worth a lot here, and rare among all but the best investors.  A reputation for being founder-friendly helps too. What helps most of all is other founders you’ve previously invested in saying “that person was my best investor by far”.

In addition to helping get access to investment opportunities, a strong brand also helps close them.  It’s a nice tailwind if you can get yourself to the place where simply taking your money helps a company get taken more seriously.

Decisiveness also helps—everyone wants to be wanted, and most investors wait for someone else to act first.  If you decide quickly, and especially if you decide before others do, founders tend to appreciate that. The two most recent significant investments I made were 1) telling people I’d previously backed and had huge conviction in that I would do their Series A before they finished telling me what their idea was, and 2) offering to do the seed round of founders I’d never met before at the end of a one hour meeting.  I don’t recommend doing that very often, but when your conviction is strong, let it show.   

The best way to have a poor close rate is to not treat founders like peers.  If you’re picking well, you should be investing in founders that you think of as your peers at least.  Founders have a sixth sense for who is going to treat them like a peer and who is going to treat them like a boss.  And if they’re good, they know you’re failing an intelligence test if you act like their boss.

Help them

The most important way to help founders is to get them to be more ambitious—to think bigger and to have more self-belief.  Help them set ambitious but achievable goals. Momentum is important and self-reinforcing—most people set goals that they expect to be just out of reach, which is usually demotivating.  It’s better to continuously set goals that you can just barely hit.

The second most important thing to do is to give them specific, tactical advice (instead of general strategy) about how to achieve their goals.  Good tactical advice is something like “it seems like you’ve figured out yourself how to do sales for this company, so here is where to look and what to look for in your first sales hire, and here is the sales tool you should use”.

There are a lot of specific things you can do to help—make introductions, help them hire, help them find other investors, help them find an office, etc.—but generally you should wait to do these until asked. 

A big exception is that you should proactively let them know when you have very high conviction that they’re about to make a big mistake, especially once things are working and they aren’t setting themselves up to scale.

In theory, another big exception is actually helping founders come up with good new ideas.  The first investor I ever watched in action was PG and so I assumed this was something all investors were fantastic at.  But it turns out he is a sui generis idea generator, and even most great investors are usually still bad at telling founders what to work on.  It’s worth trying to be self-aware.

Finally, I’ve found that most of the time when founders call asking for vague help, what they are really asking for is emotional support from a friend.  Invite them over to your house, make them tea or pour them a drink, and start listening to their struggles.




Thanks to Jack Altman, Max Altman, and Luke Miles for reviewing drafts of this.

How To Be Successful

I’ve observed thousands of founders and thought a lot about what it takes to make a huge amount of money or to create something important. Usually, people start off wanting the former and end up wanting the latter.

Here are 13 thoughts about how to achieve such outlier success. Everything here is easier to do once you’ve already reached a baseline degree of success (through privilege or effort) and want to put in the work to turn that into outlier success. [1] But much of it applies to anyone.

1. Compound yourself

Compounding is magic. Look for it everywhere. Exponential curves are the key to wealth generation.

A medium-sized business that grows 50% in value every year becomes huge in a very short amount of time. Few businesses in the world have true network effects and extreme scalability. But with technology, more and more will.  It’s worth a lot of effort to find them and create them.

You also want to be an exponential curve yourself—you should aim for your life to follow an ever-increasing up-and-to-the-right trajectory. It’s important to move towards a career that has a compounding effect—most careers progress fairly linearly.

You don't want to be in a career where people who have been doing it for two years can be as effective as people who have been doing it for twenty—your rate of learning should always be high. As your career progresses, each unit of work you do should generate more and more results. There are many ways to get this leverage, such as capital, technology, brand, network effects, and managing people.

It’s useful to focus on adding another zero to whatever you define as your success metric—money, status, impact on the world, or whatever. I am willing to take as much time as needed between projects to find my next thing. But I always want it to be a project that, if successful, will make the rest of my career look like a footnote.

Most people get bogged down in linear opportunities. Be willing to let small opportunities go to focus on potential step changes.

I think the biggest competitive advantage in business—either for a company or for an individual’s career—is long-term thinking with a broad view of how different systems in the world are going to come together. One of the notable aspects of compound growth is that the furthest out years are the most important. In a world where almost no one takes a truly long-term view, the market richly rewards those who do.

Trust the exponential, be patient, and be pleasantly surprised.

2. Have almost too much self-belief

Self-belief is immensely powerful. The most successful people I know believe in themselves almost to the point of delusion.

Cultivate this early. As you get more data points that your judgment is good and you can consistently deliver results, trust yourself more.

If you don’t believe in yourself, it’s hard to let yourself have contrarian ideas about the future. But this is where most value gets created.

I remember when Elon Musk took me on a tour of the SpaceX factory many years ago. He talked in detail about manufacturing every part of the rocket, but the thing that sticks in memory was the look of absolute certainty on his face when he talked about sending large rockets to Mars. I left thinking “huh, so that’s the benchmark for what conviction looks like.”

Managing your own morale—and your team’s morale—is one of the greatest challenges of most endeavors. It’s almost impossible without a lot of self-belief. And unfortunately, the more ambitious you are, the more the world will try to tear you down.  

Most highly successful people have been really right about the future at least once at a time when people thought they were wrong. If not, they would have faced much more competition.

Self-belief must be balanced with self-awareness. I used to hate criticism of any sort and actively avoided it. Now I try to always listen to it with the assumption that it’s true, and then decide if I want to act on it or not. Truth-seeking is hard and often painful, but it is what separates self-belief from self-delusion.

This balance also helps you avoid coming across as entitled and out of touch.

3. Learn to think independently

Entrepreneurship is very difficult to teach because original thinking is very difficult to teach. School is not set up to teach this—in fact, it generally rewards the opposite. So you have to cultivate it on your own.

Thinking from first principles and trying to generate new ideas is fun, and finding people to exchange them with is a great way to get better at this. The next step is to find easy, fast ways to test these ideas in the real world.

“I will fail many times, and I will be really right once” is the entrepreneurs’ way. You have to give yourself a lot of chances to get lucky.

One of the most powerful lessons to learn is that you can figure out what to do in situations that seem to have no solution. The more times you do this, the more you will believe it. Grit comes from learning you can get back up after you get knocked down.

4. Get good at “sales”

Self-belief alone is not sufficient—you also have to be able to convince other people of what you believe.

All great careers, to some degree, become sales jobs. You have to evangelize your plans to customers, prospective employees, the press, investors, etc. This requires an inspiring vision, strong communication skills, some degree of charisma, and evidence of execution ability.

Getting good at communication—particularly written communication—is an investment worth making. My best advice for communicating clearly is to first make sure your thinking is clear and then use plain, concise language.

The best way to be good at sales is to genuinely believe in what you’re selling. Selling what you truly believe in feels great, and trying to sell snake oil feels awful.

Getting good at sales is like improving at any other skill—anyone can get better at it with deliberate practice. But for some reason, perhaps because it feels distasteful, many people treat it as something unlearnable.

My other big sales tip is to show up in person whenever it’s important. When I was first starting out, I was always willing to get on a plane. It was frequently unnecessary, but three times it led to career-making turning points for me that otherwise would have gone the other way.

5. Make it easy to take risks

Most people overestimate risk and underestimate reward. Taking risks is important because it’s impossible to be right all the time—you have to try many things and adapt quickly as you learn more.

It’s often easier to take risks early in your career; you don’t have much to lose, and you potentially have a lot to gain. Once you’ve gotten yourself to a point where you have your basic obligations covered you should try to make it easy to take risks. Look for small bets you can make where you lose 1x if you’re wrong but make 100x if it works. Then make a bigger bet in that direction.

Don’t save up for too long, though. At YC, we’ve often noticed a problem with founders that have spent a lot of time working at Google or Facebook. When people get used to a comfortable life, a predictable job, and a reputation of succeeding at whatever they do, it gets very hard to leave that behind (and people have an incredible ability to always match their lifestyle to next year’s salary). Even if they do leave, the temptation to return is great. It’s easy—and human nature—to prioritize short-term gain and convenience over long-term fulfillment.  

But when you aren’t on the treadmill, you can follow your hunches and spend time on things that might turn out to be really interesting. Keeping your life cheap and flexible for as long as you can is a powerful way to do this, but obviously comes with tradeoffs.

6. Focus

Focus is a force multiplier on work.

Almost everyone I’ve ever met would be well-served by spending more time thinking about what to focus on. It is much more important to work on the right thing than it is to work many hours. Most people waste most of their time on stuff that doesn’t matter.

Once you have figured out what to do, be unstoppable about getting your small handful of priorities accomplished quickly. I have yet to meet a slow-moving person who is very successful.

7. Work hard

You can get to about the 90th percentile in your field by working either smart or hard, which is still a great accomplishment. But getting to the 99th percentile requires both—you will be competing with other very talented people who will have great ideas and be willing to work a lot.

Extreme people get extreme results. Working a lot comes with huge life trade-offs, and it’s perfectly rational to decide not to do it. But it has a lot of advantages. As in most cases, momentum compounds, and success begets success.

And it’s often really fun. One of the great joys in life is finding your purpose, excelling at it, and discovering that your impact matters to something larger than yourself. A YC founder recently expressed great surprise about how much happier and more fulfilled he was after leaving his job at a big company and working towards his maximum possible impact. Working hard at that should be celebrated.  

It’s not entirely clear to me why working hard has become a Bad Thing in certain parts of the US, but this is certainly not the case in other parts of the world—the amount of energy and drive exhibited by entrepreneurs outside of the US is quickly becoming the new benchmark.

You have to figure out how to work hard without burning out. People find their own strategies for this, but one that almost always works is to find work you like doing with people you enjoy spending a lot of time with.

I think people who pretend you can be super successful professionally without working most of the time (for some period of your life) are doing a disservice. In fact, work stamina seems to be one of the biggest predictors of long-term success.

One more thought about working hard: do it at the beginning of your career. Hard work compounds like interest, and the earlier you do it, the more time you have for the benefits to pay off. It’s also easier to work hard when you have fewer other responsibilities, which is frequently but not always the case when you’re young.

8. Be bold

I believe that it’s easier to do a hard startup than an easy startup. People want to be part of something exciting and feel that their work matters.

If you are making progress on an important problem, you will have a constant tailwind of people wanting to help you. Let yourself grow more ambitious, and don’t be afraid to work on what you really want to work on.

If everyone else is starting meme companies, and you want to start a gene-editing company, then do that and don’t second guess it.

Follow your curiosity. Things that seem exciting to you will often seem exciting to other people too.

9. Be willful

A big secret is that you can bend the world to your will a surprising percentage of the time—most people don’t even try, and just accept that things are the way that they are.

People have an enormous capacity to make things happen. A combination of self-doubt, giving up too early, and not pushing hard enough prevents most people from ever reaching anywhere near their potential.

Ask for what you want. You usually won’t get it, and often the rejection will be painful. But when this works, it works surprisingly well.

Almost always, the people who say “I am going to keep going until this works, and no matter what the challenges are I’m going to figure them out”, and mean it, go on to succeed. They are persistent long enough to give themselves a chance for luck to go their way.

Airbnb is my benchmark for this. There are so many stories they tell that I wouldn’t recommend trying to reproduce (keeping maxed-out credit cards in those nine-slot three-ring binder pages kids use for baseball cards, eating dollar store cereal for every meal, battle after battle with powerful entrenched interest, and on and on) but they managed to survive long enough for luck to go their way.

To be willful, you have to be optimistic—hopefully this is a personality trait that can be improved with practice. I have never met a very successful pessimistic person.

10. Be hard to compete with

Most people understand that companies are more valuable if they are difficult to compete with. This is important, and obviously true.

But this holds true for you as an individual as well. If what you do can be done by someone else, it eventually will be, and for less money.

The best way to become difficult to compete with is to build up leverage. For example, you can do it with personal relationships, by building a strong personal brand, or by getting good at the intersection of multiple different fields. There are many other strategies, but you have to figure out some way to do it.

Most people do whatever most people they hang out with do. This mimetic behavior is usually a mistake—if you’re doing the same thing everyone else is doing, you will not be hard to compete with.

11. Build a network

Great work requires teams. Developing a network of talented people to work with—sometimes closely, sometimes loosely—is an essential part of a great career. The size of the network of really talented people you know often becomes the limiter for what you can accomplish.

An effective way to build a network is to help people as much as you can. Doing this, over a long period of time, is what lead to most of my best career opportunities and three of my four best investments. I’m continually surprised how often something good happens to me because of something I did to help a founder ten years ago.

One of the best ways to build a network is to develop a reputation for really taking care of the people who work with you. Be overly generous with sharing the upside; it will come back to you 10x. Also, learn how to evaluate what people are great at, and put them in those roles. (This is the most important thing I have learned about management, and I haven’t read much about it.) You want to have a reputation for pushing people hard enough that they accomplish more than they thought they could, but not so hard they burn out.

Everyone is better at some things than others. Define yourself by your strengths, not your weaknesses. Acknowledge your weaknesses and figure out how to work around them, but don’t let them stop you from doing what you want to do. “I can’t do X because I’m not good at Y” is something I hear from entrepreneurs surprisingly often, and almost always reflects a lack of creativity. The best way to make up for your weaknesses is to hire complementary team members instead of just hiring people who are good at the same things you are.

A particularly valuable part of building a network is to get good at discovering undiscovered talent. Quickly spotting intelligence, drive, and creativity gets much easier with practice. The easiest way to learn is just to meet a lot of people, and keep track of who goes on to impress you and who doesn’t. Remember that you are mostly looking for rate of improvement, and don’t overvalue experience or current accomplishment.

I try to always ask myself when I meet someone new “is this person a force of nature?” It’s a pretty good heuristic for finding people who are likely to accomplish great things.

A special case of developing a network is finding someone eminent to take a bet on you, ideally early in your career. The best way to do this, no surprise, is to go out of your way to be helpful. (And remember that you have to pay this forward at some point later!)

Finally, remember to spend your time with positive people who support your ambitions.

12. You get rich by owning things

The biggest economic misunderstanding of my childhood was that people got rich from high salaries. Though there are some exceptions—entertainers for example —almost no one in the history of the Forbes list has gotten there with a salary.

You get truly rich by owning things that increase rapidly in value.

This can be a piece of a business, real estate, natural resource, intellectual property, or other similar things. But somehow or other, you need to own equity in something, instead of just selling your time. Time only scales linearly.

The best way to make things that increase rapidly in value is by making things people want at scale.

13. Be internally driven

Most people are primarily externally driven; they do what they do because they want to impress other people. This is bad for many reasons, but here are two important ones.

First, you will work on consensus ideas and on consensus career tracks.  You will care a lot—much more than you realize—if other people think you’re doing the right thing. This will probably prevent you from doing truly interesting work, and even if you do, someone else would have done it anyway.

Second, you will usually get risk calculations wrong. You’ll be very focused on keeping up with other people and not falling behind in competitive games, even in the short term.

Smart people seem to be especially at risk of such externally-driven behavior. Being aware of it helps, but only a little—you will likely have to work super-hard to not fall in the mimetic trap.

The most successful people I know are primarily internally driven; they do what they do to impress themselves and because they feel compelled to make something happen in the world. After you’ve made enough money to buy whatever you want and gotten enough social status that it stops being fun to get more, this is the only force I know of that will continue to drive you to higher levels of performance.

This is why the question of a person’s motivation is so important. It’s the first thing I try to understand about someone. The right motivations are hard to define a set of rules for, but you know it when you see it.

Jessica Livingston and Paul Graham are my benchmarks for this. YC was widely mocked for the first few years, and almost no one thought it would be a big success when they first started. But they thought it would be great for the world if it worked, and they love helping people, and they were convinced their new model was better than the existing model.

Eventually, you will define your success by performing excellent work in areas that are important to you. The sooner you can start off in that direction, the further you will be able to go. It is hard to be wildly successful at anything you aren’t obsessed with.


[1] A comment response I wrote on HN:

One of the biggest reasons I'm excited about basic income is the amount of human potential it will unleash by freeing more people to take risks.

Until then, if you aren't born lucky, you have to claw your way up for awhile before you can take big swings. If you are born in extreme poverty, then this is super difficult :(

It is obviously an incredible shame and waste that opportunity is so unevenly distributed. But I've witnessed enough people be born with the deck stacked badly against them and go on to incredible success to know it's possible.

I am deeply aware of the fact that I personally would not be where I am if I weren't born incredibly lucky.


Thanks to Brian Armstrong, Greg Brockman, Dalton Caldwell, Diane von Furstenberg, Maddie Hall, Drew Houston, Vinod Khosla, Jessica Livingston, Jon Levy, Luke Miles (6 drafts!), Michael Moritz, Ali Rowghani, Michael Seibel, Peter Thiel, Tracy Young and Shivon Zilis for reviewing drafts of this, and thanks especially to Lachy Groom for help writing it.


Reinforcement Learning Progress

Today, OpenAI released a new result.  We used PPO (Proximal Policy Optimization), a general reinforcement learning algorithm invented by OpenAI, to train a team of 5 agents to play Dota and beat semi-pros.

This is the game that to me feels closest to the real world and complex decision making (combining strategy, tactics, coordinating, and real-time action) of any game AI had made real progress against so far.

The agents we train consistently outperform two-week old agents with a win rate of 90-95%.  We did this without training on human-played games—we did design the reward functions, of course, but the algorithm figured out how to play by training against itself.

This is a big deal because it shows that deep reinforcement learning can solve extremely hard problems whenever you can throw enough computing scale and a really good simulated environment that captures the problem you’re solving.  We hope to use this same approach to solve very different problems soon.  It's easy to imagine this being applied to environments that look increasingly like the real world.

There are many problems in the world that are far too complex to hand-code solutions for.  I expect this to be a large branch of machine learning, and an important step on the road towards general intelligence.

US Digital Currency

I am pretty sure cryptocurrency is here to stay in some form (at least as a store of value, which is the only use case we have seen work at scale so far).  There was possibly a time when governments could have totally stopped it, but it feels like that’s in the rearview mirror.

However, I think it’s very possible that the dominant cryptocurrency hasn’t been created yet (Google was years late to the search engine party, and Facebook came long after most people assumed the social network wars were won).  And from the perspective of a nation, there are real problems with current systems, especially around pseudo-anonymity, ability to function as an actual currency, and taxability.

Although I don’t think the US government can stop cryptocurrency, I do think it could create the winner–let’s call it “USDC” for US Digital Currency–and fix some challenges that governments currently face with cryptocurrency.

I think the first superpower government to do something like this will have an enviable position in the future of the world, and some power over a worldwide currency.

The US government could decide to treat USDC as a second legal currency, which would be hugely powerful.  (I think the US doing this would be significantly more impactful than the smaller governments thinking about it now.)

Ideally the initial coins would be evenly distributed to US citizens and taxpayers—something like everyone with a social security number gets two coins, one that is immediately sellable and one that you have to keep for 10 years.

USDC could require that certain transaction can only happen with wallets with known owners.  It could even build a tax system into the protocol.

A tricky part of this would be how to balance letting the network have control over itself and letting the government have some special degree of input on ‘monetary policy’.  It’s certainly ok for the government to have some, but I think the network needs to be mostly in charge (e.g., the government couldn’t be allowed to arbitrarily inflate the currency when it wanted to).

The current practices seem to be for governments to mostly ignore cryptocurrency and cryptocurrency enthusiasts to mostly ignore government, which seems to me to be unsustainable in both directions.  But I believe there exists a middle ground where the government can get a lot of what it wants, and cryptocurrency users can get a lot of what they want too.

The government can likely create a lot of de novo wealth for its citizens in the process.

Productivity

I think I am at least somewhat more productive than average, and people sometimes ask me for productivity tips.  So I decided to just write them all down in one place.

Compound growth gets discussed as a financial concept, but it works in careers as well, and it is magic.  A small productivity gain, compounded over 50 years, is worth a lot.  So it’s worth figuring out how to optimize productivity. If you get 10% more done and 1% better every day compared to someone else, the compounded difference is massive. 

What you work on

It doesn’t matter how fast you move if it’s in a worthless direction.  Picking the right thing to work on is the most important element of productivity and usually almost ignored.  So think about it more!  Independent thought is hard but it’s something you can get better at with practice.

The most impressive people I know have strong beliefs about the world, which is rare in the general population.  If you find yourself always agreeing with whomever you last spoke with, that’s bad.  You will of course be wrong sometimes, but develop the confidence to stick with your convictions.  It will let you be courageous when you’re right about something important that most people don’t see.

I make sure to leave enough time in my schedule to think about what to work on.  The best ways for me to do this are reading books, hanging out with interesting people, and spending time in nature.

I’ve learned that I can’t be very productive working on things I don’t care about or don’t like.  So I just try not to put myself in a position where I have to do them (by delegating, avoiding, or something else).  Stuff that you don’t like is a painful drag on morale and momentum.

By the way, here is an important lesson about delegation: remember that everyone else is also most productive when they’re doing what they like, and do what you’d want other people to do for you—try to figure out who likes (and is good at) doing what, and delegate that way.  

If you find yourself not liking what you’re doing for a long period of time, seriously consider a major job change.  Short-term burnout happens, but if it isn’t resolved with some time off, maybe it’s time to do something you’re more interested in. 

I’ve been very fortunate to find work I like so much I’d do it for free, which makes it easy to be really productive.

It’s important to learn that you can learn anything you want, and that you can get better quickly.  This feels like an unlikely miracle the first few times it happens, but eventually you learn to trust that you can do it.

Doing great work usually requires colleagues of some sort.  Try to be around smart, productive, happy, and positive people that don’t belittle your ambitions.  I love being around people who push me and inspire me to be better.  To the degree you able to, avoid the opposite kind of people—the cost of letting them take up your mental cycles is horrific. 

You have to both pick the right problem and do the work.  There aren’t many shortcuts.  If you’re going to do something really important, you are very likely going to work both smart and hard.  The biggest prizes are heavily competed for.  This isn’t true in every field (there are great mathematicians who never spend that many hours a week working) but it is in most.

Prioritization

My system has three key pillars: “Make sure to get the important shit done”, “Don’t waste time on stupid shit”, and “make a lot of lists”.

I highly recommend using lists.  I make lists of what I want to accomplish each year, each month, and each day.  Lists are very focusing, and they help me with multitasking because I don’t have to keep as much in my head.  If I’m not in the mood for some particular task, I can always find something else I’m excited to do.

I prefer lists written down on paper.  It’s easy to add and remove tasks.  I can access them during meetings without feeling rude.  I re-transcribe lists frequently, which forces me to think about everything on the list and gives me an opportunity to add and remove items.

I don’t bother with categorization or trying to size tasks or anything like that (the most I do is put a star next to really important items).  

I try to prioritize in a way that generates momentum.  The more I get done, the better I feel, and then the more I get done.  I like to start and end each day with something I can really make progress on.

I am relentless about getting my most important projects done—I’ve found that if I really want something to happen and I push hard enough, it usually happens. 

I try to be ruthless about saying no to stuff, and doing non-critical things in the quickest way possible.  I probably take this too far—for example, I am almost sure I am terse to the point of rudeness when replying to emails.

I generally try to avoid meetings and conferences as I find the time cost to be huge—I get the most value out of time in my office.  However, it is critical that you keep enough space in your schedule to allow for chance encounters and exposure to new people and ideas.  Having an open network is valuable; though probably 90% of the random meetings I take are a waste of time, the other 10% really make up for it.

I find most meetings are best scheduled for 15-20 minutes, or 2 hours.  The default of 1 hour is usually wrong, and leads to a lot of wasted time.

I have different times of day I try to use for different kinds of work.  The first few hours of the morning are definitely my most productive time of the day, so I don’t let anyone schedule anything then.  I try to do meetings in the afternoon.  I take a break, or switch tasks, whenever I feel my attention starting to fade. 

I don’t think most people value their time enough—I am surprised by the number of people I know who make $100 an hour and yet will spend a couple of hours doing something they don’t want to do to save $20.

Also, don’t fall into the trap of productivity porn—chasing productivity for its own sake isn’t helpful.  Many people spend too much time thinking about how to perfectly optimize their system, and not nearly enough asking if they’re working on the right problems.  It doesn’t matter what system you use or if you squeeze out every second if you’re working on the wrong thing.

The right goal is to allocate your year optimally, not your day.

Physical factors

Very likely what is optimal for me won’t be optimal for you.  You’ll have to experiment to find out what works best for your body.  It’s definitely worth doing—it helps in all aspects of life, and you’ll feel a lot better and happier overall.

It probably took a little bit of my time every week for a few years to arrive at what works best for me, but my sense is if I do a good job at all the below I’m at least 1.5x more productive than if not.

Sleep seems to be the most important physical factor in productivity for me.  Some sort of sleep tracker to figure out how to sleep best is helpful.  I’ve found the only thing I’m consistent with are in the set-it-and-forget-it category, and I really like the Emfit QS+Active.

I like a cold, dark, quiet room, and a great mattress (I resisted spending a bunch of money on a great mattress for years, which was stupid—it makes a huge difference to my sleep quality.  I love this one).  Not eating a lot in the few hours before sleep helps.  Not drinking alcohol helps a lot, though I’m not willing to do that all the time.

I use a Chili Pad to be cold while I sleep if I can’t get the room cold enough, which is great but loud (I set it up to have the cooler unit outside my room).

When traveling, I use an eye mask and ear plugs.

This is likely to be controversial, but I take a low dose of sleeping pills (like a third of a normal dose) or a very low dose of cannabis whenever I can’t sleep.  I am a bad sleeper in general, and a particularly bad sleeper when I travel.  It likely has tradeoffs, but so does not sleeping well.  If you can already sleep well, I wouldn’t recommend this.

I use a full spectrum LED light most mornings for about 10-15 minutes while I catch up on email.  It’s great—if you try nothing else in here, this is the thing I’d try.  It’s a ridiculous gain for me.  I like this one, and it’s easy to travel with.

Exercise is probably the second most important physical factor.  I tried a number of different exercise programs for a few months each and the one that seemed best was lifting heavy weights 3x a week for an hour, and high intensity interval training occasionally.  In addition to productivity gains, this is also the exercise program that makes me feel the best overall.  

The third area is nutrition.  I very rarely eat breakfast, so I get about 15 hours of fasting most days (except an espresso when I wake up).  I know this is contrary to most advice, and I suspect it’s not optimal for most people, but it definitely works well for me.

Eating lots of sugar is the thing that makes me feel the worst and that I try hardest to avoid.  I also try to avoid foods that aggravate my digestion or spike up inflammation (for example, very spicy foods).  I don’t have much willpower when it comes to sweet things, so I mostly just try to keep junk food out of the house.

I have one big shot of espresso immediately when I wake up and one after lunch.  I assume this is about 200mg total of caffeine per day.  I tried a few other configurations; this was the one that worked by far the best.  I otherwise aggressively avoid stimulants, but I will have more coffee if I’m super tired and really need to get something done.

I’m vegetarian and have been since I was a kid, and I supplement methyl B-12, Omega-3, Iron, and Vitamin D-3.  I got to this list with a year or so of quarterly blood tests; it’s worked for me ever since (I re-test maybe every year and a half or so).  There are many doctors who will happily work with you on a super comprehensive blood test (and services like WellnessFX).  I also go out of my way to drink a lot of protein shakes, which I hate and I wouldn’t do if I weren’t vegetarian.

Other stuff

Here’s what I like in a workspace: natural light, quiet, knowing that I won’t be interrupted if I don’t want to be, long blocks of time, and being comfortable and relaxed (I’ve got a beautiful desk with a couple of 4k monitors on it in my office, but I spend almost all my time on my couch with my laptop).

I wrote custom software for the annoying things I have to do frequently, which is great.  I also made an effort to learn to type really fast and the keyboard shortcuts that help with my workflow.

Like most people, I sometimes go through periods of a week or two where I just have no motivation to do anything (I suspect it may have something to do with nutrition).  This sucks and always seems to happen at inconvenient times.  I have not figured out what to do about it besides wait for the fog to lift, and to trust that eventually it always does.  And I generally try to avoid people and situations that put me in bad moods, which is good advice whether you care about productivity or not.

In general, I think it’s good to overcommit a little bit.  I find that I generally get done what I take on, and if I have a little bit too much to do it makes me more efficient at everything, which is a way to train to avoid distractions (a great habit to build!).  However, overcommitting a lot is disastrous.

Don’t neglect your family and friends for the sake of productivity—that’s a very stupid tradeoff (and very likely a net productivity loss, because you’ll be less happy).  Don’t neglect doing things you love or that clear your head either.

Finally, to repeat one more time: productivity in the wrong direction isn’t worth anything at all.  Think more about what to work on.

A Clarification

I made a point in this post inelegantly in a way that was easy to misunderstand, so I’d like to clarify it.

I didn’t mean that we need to tolerate brilliant homophobic jerks in the lab so that we can have scientific progress.  Although there are famous counterexamples, most of the best scientists I’ve met are unusually nice, open-minded people.  Generally I expect that labs that don’t tolerate jerks will produce more impressive results than the ones that do, and choosing not to employ jerks is a good idea—jerks usually reduce the net output of organizations.

What I meant is simply that we need, as a society, to tolerate controversial ideas.  The biggest new scientific ideas, and the most important changes to society, both start as extremely unpopular ideas.

It was literally heretical, not so long ago, to say that it was ok to be gay—the Bible has a different viewpoint.  In a society where we don’t allow challenges to the orthodoxy, gay rights would not have happened.

We need to allow free speech because sometimes society is wrong—we needed people to be able to say “gay people are ok” at a time when “gay people are evil” was the consensus opinion.

It’s probably impossible to design a simple set of rules that will always allow the right speech and not the wrong speech (although I am sure that in this particular case, it is wrong that gay people in some places still fear for their safety.) 

So we agree as a society that people are allowed to say controversial things, and that free speech goes both ways.  Much of the time people use that privilege to be jerks, and we can, should, and do point out why their bigotry is bad.  Sometimes they use it to say that people deserve more rights, or that the solar system works in a different way from what the church says—and sometimes we collectively listen. 

Over time, this system produces a more and more just world, which says something really good about people as a whole.

I wish we could figure out a way to just never allow hate, discrimination, and bigotry and always allow debate on controversial but important ideas.  If that were possible, I’d support it.  The distinction is usually clear, but the exceptions are sometimes critically important.  Figuring out exactly where to draw the line is really hard.

Generations before us believed a lot of things we now believe (correctly, in my opinion) to be unethical or wrong.  Future generations will think a lot of things we believe today are unethical or wrong. 

For example, today it is pretty unpopular to say “anyone who eats meat is unethical”.  But this is easily a stance I could imagine being commonplace in 50 years, because of evolving views on animal rights, impact on the planet, and availability of lab-grown replacements.  Perhaps even the arrival of AI makes us think differently about being ok eating other beings just because they’re much less smart/emotionally sophisticated than we are.

The last time I tried to discuss this with someone, he said something like: “Banning eating meat would be infringing on my rights, this is not up for discussion.” 

I expect the fact that we let people live in poverty is also something that future generations will consider an absolute moral failing.  I could go on with a long list of other ideas, and I’m sure I can’t even think of some of the most important ones.

The point I most wanted to make is that is that it’s dangerous to just ban discussion of topics we find offensive, like what happened yesterday