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Weekly Dose of Optimism #135

2025-03-14 20:47:34

Hi friends 👋,

Happy Friday and welcome back to our 135th Weekly Dose of Optimism. Packy is on his way back from a busy couple of days down in Austin, Texas -- word on the street is he's started lifting shirtless and joined a few Masterminds already. You can take the man out of Austin but it's really hard to take a few days of Austin out of the man, ya know? But the fun for Packy is just getting started -- the old man is hosting my bachelor party in NYC this weekend. Let's see if he can keep up. If you see us around town Friday or Saturday night...you didn't 🤝.

Let's get to it.


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(1) Wind and Solar Overtake Coal Power for First Time in U.S.

Perry Cleveland-Peck for WSJ

Wind and solar energy generated more electricity in the U.S. than coal for the first time last year, according to analysis from clean-energy think tank Ember. The two renewable energy sources accounted for 17% of the country’s power mix while coal fell to a low of 15%, it said.

For the first time ever, wind and solar energy outproduced coal in the U.S., supplying 17% of the country’s electricity compared to coal’s 15%. Solar led the charge, growing 27% year-over-year, and even outpaced natural gas in meeting new demand. The US installed over 50 gigawatts of solar in 2024, with Texas and California leading the way. This solar buildout was largely made possible by the plummeting costs of solar panels over the last decade, with costs down nearly 90%.

Replacing coal with renewables is an undeniable good. Coal is a highly pollutive and emits massive amounts of carbon dioxide, sulfur dioxide, and particulate matter. It’s also dangerous to mine and can pollute the environment around the mines. Coal is no bueno, especially when compared to the other energy sources at our disposal.

More energy is good. The more of it that’s clean and cheap, the better. For the US and the world to progress, the goal isn’t just reducing coal consumption. It’s generating abundant, cheap and relatively clean energy with lots and lots of solar, wind, nuclear, and, at least for the time being, oil and LNG.

(2) How Natural Gas Became America’s Most Important Export

Kevin Crowley and Ruth Liao for Bloomberg

The US, which in the span of about seven years transformed itself from an irrelevant supplier of LNG into the world’s largest, is set to expand its production capacity by 60% in the first half of Donald Trump’s second presidency, according to an estimate from BloombergNEF. By the end of the decade, almost 1 in every 3 tankers carrying the superchilled fuel will originate in the US…

LFG, LNG!

A decade ago, back in 2015, the U.S. was a minor player in the liquefied natural gas (LNG) market. Today, the U.S. is the world’s largest exporter of LNG and has plans to expand that lead over the coming years. This transition to LNG super-producer has shifted the way the country interacts with global energy markets and transformed our entire approach to geopolitics.

This is how it happened:

  • Fracking – Tech advances, like horizontal drilling, unlocked massive shale gas reserves.

  • Infrastructure – Companies built massive LNG plants to liquefy and ship gas worldwide.

  • Global Demand – Europe needed a Russia alternative, Asia needed fuel, and the U.S. was ready to supply.

  • Policy – Trump lifted export limits and Biden sent LNG to Europe

And while LNG is still a fossil fuel, it has some key advantages to other fossil fuels and renewables. It’s cleaner than coal & oil and more reliable and scalable than renewables. In a perfect world 10 to 20 years from now, would we want to totally replace LNG with renewables? Of course. But as we build towards a cleaner energy future, the U.S. is extremely advantaged to bridge that gap with LNG.

(3) NASA Launches Missions to Study Sun, Universe’s Beginning

From NASA

NASA’s newest astrophysics observatory, SPHEREx, is on its way to study the origins of our universe and the history of galaxies, and to search for the ingredients of life in our galaxy.

Two missions for the price of one rocket launch.

Earlier this week, NASA NASA launched both the SPHEREx and PUNCH missions aboard a SpaceX Falcon 9 rocket. SPHEREx will map the entire sky every six months using spectroscopy to study the origins of the universe, galaxy formation, and the building blocks of life. PUNCH, a set of four small satellites, will observe the Sun’s outer atmosphere and solar wind to improve understanding of space weather.

Both missions are live, having established communications and are now entering their respective commissioning phases. SPHEREx’s data will complement existing telescopes like James Webb, while PUNCH will help predict solar storms that impact Earth.

These specific missions aside, it’s really cool to watch momentum pick up in space. Writing a newsletter that covers these types of stories makes that momentum all the more obvious. It seems like every week now there’s a new NASA mission or SpaceX milestone or startup breakthrough.

(4): This is Gavin Newsom

Yes, Gavin Newsom launching a podcast made this week’s list of top optimistic stories. Hear me out.

I’ll be honest: I am not a fan of Gavin Newsom. I don’t particularly like Charlie Kirk. And I’m certainly not a Steve Bannon guy. But what I do like is bipartisan dialogue and engagement, especially in long form podcasts.

Coming out of the 2024 elections, it was clear that the Democrats — as silly as this might sound — had a podcast problem. The medium was dominated by right wing/conservative/Trump-supporting hosts, and those hosts were often visited by Republican politicians that were willing and able to engage in multi-hour, unscripted conversations. Not only does appearing on podcasts with millions of listeners for three hours make you more notable, but for skilled politicians, it provides the opportunity to explain your ideas in a compelling manner and connect with the audience on a deeper level. We saw this with the Trump children on Lex, JD Vance on Rogan, and Trump on Theo Von.

The Democrats did not have the same roster of friendly podcasts hosts — Kamala ended up tapping Alex Cooper of Call Her Daddy for her first ~longish podcast of the campaign — and did not have the roster of politicians that were willing and able to engage in more casual, long-form discussion. As an example, ahead of the election, the Dems sent John Fetterman on Rogan, the guy who (to no fault of his own) can barely communicate. And sending Mayor Pete on The Daily does not exactly bring new folks into the tent.

This problem was, and now certainly is, obvious to the Democrats. They’ve been searching for an answer to “Who is the Left’s Joe Rogan?” since before the election. And, for better or worse, the Left’s new Joe Rogan is…Gavin Newsom? Do I think this show will have a major impact on Newsom or Democratic politics? Probably not. But do I think the Left trying to engage in more honest, authentic, long form conversation is a good thing for American politics? Absolutely. The party’s ideas are in desperate need of sunlight — it’s the strongest disinfectant — and they’ve been stuck in the cool shade of 3 minute CNN spots and overly accommodating Crooked Media interviews.

And why is the Democratic party getting their shit together a good thing? Is it because I am a big lib that wants to see Democrats dominate elections and shape culture and control policy? Certainly not. But I do fear that, at this current point in time, Republicans are starting to pull away with it — demographic changes, blue state exoduses, anti-woke sentiments, etc etc. And when any one party starts to run away with it, we start to see very shitty ideas become very shitty policies. So yes, I want a stronger Democratic party right now. And that, believe it or not, starts with Gavin Newsom apologizing on his podcast for his Covid reservation at The French Laundry.

(5): Arc Boat, Aalo, Base Power Company, Pipedream, Too Cheap to Meter, and Fuse

Packy here. This week, I went down to Austin and up to Montreal to spend time with some Vertical Integrators generating, storing, and taking advantage of cheap, clean electricity, and to watch a documentary about how we can achieve the holy grail of producing energy too cheap to meter. I am fired up.

On Tuesday, I kicked off the day with a ride on Arc’s insanely cool Arc Sport. Before I went out, Arc’s CEO Mitch Lee told me that the difference between an electric boat and a gas boat was bigger than the difference between an electric car and a gas car. I didn’t get that until I was on it; then I got it. It whips, and it’s incredibly fun to drive.

Fresh off the boat, I headed to visit Matt Loszak at Aalo Atomics to check out the facility where they’re going to be manufacturing lots and lots of nuclear right here in the US of A, starting with a “50 MWe power plant purpose-built for data centers.” They’ve already begun: this picture is me and Matt next to the pressure vessel that Aalo made in the facility.

After that, I grabbed coffee with Garrett McCurrach, the CEO of our portfolio company Pipedream Labs, which is building a hyperlogistics network underground (click the link, read the thread, it’s wild).

That night, I went to the screening of Jason Carman’s new Frontier Film: Too Cheap to Meter, put on by our friends at the Abundance Institute. As we’ve talked about a thousand times in this newsletter, there’s nothing more important to civilization than energy production. Jason does a characteristically excellent job telling that story through the people and companies building the good future. He’s doing a screening in SF this weekend, and if you’re around, you should 100% go.

On Wednesday, I spent the whole day at Base Power Company’s HQ to hang out with a bunch of the team, see the batteries, and feel the … energy in person. If you’re not familiar with Base Power, you will be soon, and I wrote about them last year to get you up to speed. More to come…

To top it all off, yesterday morning, I flew to Montreal to watch another portfolio company, Fuse (Deep Dive here), successfully test fire its TITAN Impendence-Matched Marx Generator, an important step towards both selling radiation-as-a-service and, eventually, selling fusion power to the grid. Watch it here and here.

A few things struck me after spending time with all of these teams:

  1. They’re very real. It’s one thing to read about a pulsed power generator. It’s a whole ‘nother thing to see it up close and personal, to watch it charge up its capacitors, and release oodles of energy on a target. In the facility, it doesn’t feel like a science project but an engineering and manufacturing one. Aalo is making actual reactors. Base Power Company is installing batteries on real peoples’ homes every day. Pipedream is out there laying that pipe. And you can actually ride on and buy an Arc Boat and feel the difference between gas and electric for yourself. All of these companies sound very cool, but I don’t think people fully realize that they’re actually happening. These are businesses.

  2. The future is electric. An electric boat just performs better than a gas boat - it’s quiet, fast, turns on a dime, is a breeze to dock, and gets better with every software update. Our things will be delivered to us in minutes under our feet via electric robots in pipes. Tons of entrepreneurs — the ones I met with and the ones Jason featured in the documentary — are working on generating, transmitting, storing, and discharging megawatts, then gigawatts, then terawatts of sweet sweet power. I think it’s still underappreciated how electric the future will be, and what that will mean for the quality of products and experiences humans have access to. It also means a whole new toolkit for people who want to rebuild the world.

  3. It’s really fun. Working on really hard, important problems with really smart, motivated people is as good as it gets. The vibes in each of these offices and facilities are excellent. If you’re thinking about what to do with your life, I couldn’t recommend looking at these companies’ jobs pages more strongly.

What a week for the optimists.

BONUS: TBPN

Anytime I have the excuse to pump the Technology Brothers, I will. They’re building the ESPN for startups, starting with daily 3 hour long streams and call-ins. Think of it like (and I mean really visualize it) Howard Stern, Bill Simmons, Jim Kramer and Jason Calacanis banging each other and having the cutest little media baby. That’s TBPN.

ESPN changed sports. Suddenly sports became a 24/7 spectacle. Being a sports fan no longer meant watching every game. It meant watching the pre and post game coverage, consuming hours of analysis, debating that analysis with your friends, and getting to know the stories behind the teams. ESPN raised the profile of sports: more athletes became celebrities, more people cared and cared deeply about sports, and sports became more culturally relevant. Startups deserve their own version of ESPN. With think John and Jordy can deliver that.


Have a great weekend y’all.

Thanks to HubSpot for sponsoring! We’ll be back in your inbox next week.

Thanks for reading,

Packy + Dan

Weekly Dose of Optimism #134

2025-03-07 21:39:51

Hi friends 👋,

Happy Friday and welcome back to our 134th Weekly Dose of Optimism. I am writing this from snowy Park City, Utah. Let me tell you — bad day to be a moderately challenging blue.

I was worried that I wasn’t going to have time in between ski runs to write the Weekly Dose — I usually spend about 3-4 hours researching stories and another couple hours writing them up — but then the universe delivered six very worth stories into my lap by Thursday morning. Lunar landings, bullish Starlink news, wooly mammoth mice, and a bunch of encouraging research papers. I am feeling so optimistic that I may even attempt to take on a black ⛷️.

Let’s get to it.


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(1) Touchdown! Carrying NASA Science, Firefly’s Blue Ghost Lands on Moon

From NASA

Carrying a suite of NASA science and technology, Firefly Aerospace’s Blue Ghost Mission 1 successfully landed at 3:34 a.m. EST on Sunday near a volcanic feature called Mons Latreille within Mare Crisium, a more than 300-mile-wide basin located in the northeast quadrant of the Moon’s near side.

The Blue Ghost lander is in an upright and stable configuration, and the successful Moon delivery is part of NASA’s CLPS (Commercial Lunar Payload Services) initiative and Artemis campaign. This is the first CLPS delivery for Firefly, and their first Moon landing.

One small step for Firefly Aerospace, one giant leap for private space companies.

Last week, we told you about three private companies whose vehicles were en route to the moon. The Ghost has landed.

Earlier this week, Firefly’s Blue Ghost Mission 1 successfully landed on the Moon as part of NASA’s Commercial Lunar Payload Services (CLPS) initiative, marking the company’s first lunar landing and the first successful and upright lunar landing by a private company (Intuitive Machine’s first private landing in 2024 was successful but the lander toppled over upon landing.)

Blue Ghost, carrying 10 NASA science and technology instruments, will operate for about 14 Earth days, testing lunar drilling, navigation, radiation tolerance, and dust mitigation technologies. This mission is part of NASA’s broader Artemis campaign, which is design for long-term human exploration and a growing commercial lunar economy. And the moon itself serves as a jumping off point and testbed for technologies & logistics that will make Mars missions possible.

Not to be eclipsed (ehhh) Intuitive Machines landed its Athena lander on the Moon yesterday, too! But wait… while Athena has power and is communicating it may, once again, not be upright.

Which just goes to show you that it’s really hard to land things on the Moon.

(2) SpaceX's Texas Starlink Factory Produces 15,000 Dishes Per Day

SpaceX has published a rare behind-the-scenes video of its Starlink dish factory in Bastrop, Texas, which is preparing to expand. According to the video, the factory is already producing 15,000 Starlink dishes per day — which amounts to nearly 5.5 million dishes per year.

“It is way harder to make the machine that makes the machine that it is to make the machine in the first place.” - Elon Musk.

Perhaps no man in history is betting at building the machine that builds the machine. Gigafactories. Starbases. The guy knows how to scale production.

SpaceX’s Starlink dish factory in Bastrop, Texas is already producing 15,000 units per day or about 5.5 million per year. And that facility is more than doubling, is being built out from from 700K sqft to 1.7M sqft. Estimated capacity will be about 30,000 units per day or 11M units per year.

The company already has about 5M Starlink users and estimated revenues above $5B. I don’t think demand is going anywhere — these things are only going to get cheaper, faster, and smaller. It’s not hard to imagine a world in which everyone in the country owns a couple of Starlinks and is paying $100 per month for fast, reliable internet access, wherever they are. And if that’s the case, this is just the beginning of Starlink’s production capacity expansion.

It’s no wonder Balaji thinks we should set up THE SPECIAL ELON ZONE in Texas.

(3) Sequencing by Expansion (SBX) – a novel, high-throughput single-molecule sequencing technology

From Roche

Our friend Dr. Elliot Hershberg PhD (🍾) went viral this week for his explanation of Roche’s SBX, so we’ll just copy what he tweeted:

Extremely clever new NGS tech from Roche 🧬

If it's hard to discriminate between nucleic acids accurately with a nanopore, why not synthesize a new polymer off a DNA template that is easier to sequence?

(McCormick Brothers Translation: make a copy of the DNA that’s bigger so it’s easier to read. ChatGPT Translation: Roche's Sequencing by Expansion (SBX) technology converts DNA into an expanded molecule called an Xpandomer, which is approximately 50 times longer than the original DNA strand. This expansion improves the signal-to-noise ratio, making the DNA sequence easier to read.)

It's an intuitively simple idea, but took *a ton* of creative nucleic acid chemistry + enzyme engineering to design modified NTPs and create polymers of them. It's been very interesting to see Roche move into the NGS market, and time will tell how this stacks up with the growing set of totally orthogonal approaches people are cooking up for sequencing tech.

It feels like we are entering another renaissance for biological measurement infrastructure—which is super important.

“Progress depends on the interplay of techniques, discoveries, and ideas, probably in that order." - Sydney Brenner

(These animations of sequencing tech will never get old to me. What a time to be a biologist!) (McCormick Brothers Note: What a time to be a human!)

(4) Scientists Have Bred Woolly Mice on Their Journey to Bring Back the Mammoth

Jeffrey Kluger for Time

“The Colossal woolly mouse marks a watershed moment in our de-extinction mission,” said company CEO Ben Lamm in a statement. "By engineering multiple cold-tolerant traits from mammoth evolutionary pathways into a living model species, we've proven our ability to recreate complex genetic combinations that took nature millions of years to create."

Wooly Mice!

Colossal Biosciences has successfully inserted woolly mammoth DNA into mice, creating “woolly mice” with shaggy fur and enhanced fat metabolism—traits that helped mammoths survive the Ice Age. In doing so, Colossal demonstrated its ability to reintroduce extinct traits using CRISPR gene editing. With the gene editing processes now validated, the next step is to move from mice to elephants, which as you might imagine is a much more complex process. And if all goes well there, the plan is to have a living wooly mammoth by 2028.

This breakthrough makes this news from early January make a lot more sense. At the time, Colossal raised $200M at a $10.2B valuation. Presumably investors had a bit more visibility on what was coming down the pipeline from the company than the general public, who kind of sneered and jeered at the fundraising.

A $10B Wooly Mammoth startup?! Lol.

We got Wooly Mice baby! Who’s laughing now?

(5) Aging activates escape of the silent X chromosome in the female mouse hippocampus

Gadek et al in Science

Select genes on the Xi underwent activation, with new escape across cells including in the dentate gyrus, critical to learning and memory. Expression of the Xi escapee Plp1, a myelin component, was increased in the aging hippocampus of female mice and parahippocampus of women. AAV-mediated Plp1 elevation in the dentate gyrus of aging male and female mice improved cognition. Understanding how the Xi may confer female advantage could lead to novel targets that counter brain aging and disease in both sexes.

Some good news for our female readers!

Scientists have discovered that women's brains age more slowly than men's. The study found that as female brains age, some previously silent genes on the inactive X chromosome "wake up" in the hippocampus, a key memory region. One of these genes, Plp1, plays a role in maintaining myelin, which helps brain cells communicate efficiently. When researchers boosted Plp1 in aging male mice, their memory and cognition improved, and female mice given extra Plp1 performed even better.

This discovery sheds light on why women tend to have better cognitive resilience as they age and opens the door to potential new treatments for age-related memory decline. This new understanding of the X chromosome could lead to breakthroughs in neurodegenerative treatments like Alzheimers and/or lead to the development of brainer boosters to key genes to keep minds sharper and healthier.

(6) Radioprotection of healthy tissue via nanoparticle-delivered mRNA encoding for a damage-suppressor protein found in tardigrades

Kirtane et al in Nature via InterIntellectus on X

Patients undergoing radiation therapy experience debilitating side effects because of toxicity arising from radiation-induced DNA strand breaks in normal peritumoural cells. Here, inspired by the ability of tardigrades to resist extreme radiation through the expression of a damage-suppressor protein that binds to DNA and reduces strand breaks, we show that the local and transient expression of the protein can reduce radiation-induced DNA damage in oral and rectal epithelial tissues (which are commonly affected during radiotherapy for head-and-neck and prostate cancers, respectively).

Image Cred: InterIntellectus

In this week’s edition of “Get Fucked, Cancer”, scientists used mRNA technology to temporarily shield healthy cells from radiation damage during cancer treatment without protecting tumors.

To do so, they copied a trick from tardigrade. Tardigrades are a tiny, water-dwelling micro-animal known for its extreme survival abilities, including resisting radiation and extreme temperatures. They make a special protein (Dsup) that shields their DNA, so researchers used mRNA to temporarily make human cells produce this same protein. They packed the mRNA into tiny fat bubbles and delivered it to areas that often get damaged during radiation therapy, like the mouth and rectum. In mice, this protected healthy cells from radiation without helping tumors, meaning cancer treatment still worked.

Add this to the growing list of reasons of why we think cancer is going to be cured in the next decade.


Have a great weekend y’all.

Thanks to Plaid for sponsoring! We’ll be back in your inbox next week.

Thanks for reading,

Packy + Dan

Primer: From Software to Schools

2025-03-05 21:50:02

Welcome to the 665 newly Not Boring people who have joined us since last week! If you haven’t subscribed, join 241,032 smart, curious folks by subscribing here:

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Today’s Not Boring is brought to you by… Ramp

Ramp reached a new valuation this week: $13 billion. The Financial Times reported that Ramp is now processing $55 billion in payments on an annualized basis, up from $10 billion two years ago. It is a company that is here to stay.

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Hi friends 👋,

Happy Wednesday!

Over the past five years, I’ve written Deep Dives on 80 companies. I’ve only written about one company more than once: Ramp. They just announced a new $13 billion valuation, up ~43x since the first time I wrote about them in 2020.

One of the things I’ve learned from the Ramp experience, and from five years of writing about and investing in startups, is that there really are a handful of companies that will end up mattering more than all of the others, and that it’s often clear who has a shot at mattering pretty early on. I was an idiot (even more of an idiot than I am now if you can believe it) in 2020, and even I could tell that Ramp was going to be special.

Which would suggest that instead of simply writing about more and more companies, I should go back and revisit some of the best companies I’ve already written about. There’s as much, if not more, to learn from their evolution than from the shiny new thing. And it’s fun to keep myself honest - to see what I got right, what I got wrong, where I maybe took too many leaps, and why, despite that, the call ended up directionally correct anyway.

Maybe, by studying some of the same companies over time, we can learn a little bit more about the up-and-down journey of the greats while they’re in the process of becoming the greats, before their stories have been injected with narrative collagen to smooth out the unsightly wrinkles (while keeping some charming ones, of course).

I’m going to be playing around with different ways to follow-up. New Deep Dives on new angles. Profiles on founders. And a lot of conversations. Hopefully, these conversations will benefit from the history and depth of understanding.

For the first one, there’s no better company to follow up with than Primer.

When I first wrote about Primer in April 2022, they were a mostly online home for ambitious kids to learn in Clubs with other ambitious kids outside of school that was just getting ready to launch its first Microschools. They have since gone all-in on in-person Microschools based on the realization that if you want to actually fix K-12 education, you can’t nibble around the edges with software; you have to build a better version of the system and compete.

Primer is running the Vertical Integrator strategy for education, where the sclerotic incumbent is the US public school system. It’s the kind of incumbent that you don’t even really realize you can compete with, until you realize that you can, and then once you do, realize that you must.

Primer is the perfect company to come back to first, because its evolution mirrors the evolution of my thinking: the only way to fix a broken system is to compete with it and win. Some problems need more than software.

So today, I’m sharing a short essay on my refreshed thesis, a Follow-Up Conversation with Primer founder and CEO Ryan Delk, and a transcript. You can also watch on YouTube or listen on Spotify. Let me know what you think of this format.

Let’s get to it.

Primer: From Software to Schools

Ryan Delk used to begin Primer’s investor updates with a “Tweet-Length Summary”:

“Closed x partnership. Shipped y product. Increased conversion z%.”

That was how he was doing it when Not Boring Capital first invested in the company in late 2021, and when I wrote a Deep Dive on the company in April 2022:

https://www.notboring.co/p/primer-the-ambitious-home-for-ambitious

The product was growing so the updates were good. They were good in the way a lot of startups’ updates are good. Build a thing, grow a thing, optimize a thing.

The plan back then was to offer kids online Clubs where they could follow their interests and meet other curious, ambitious kids outside of school. Kids would go to whatever school they went to during the day – good, bad, mediocre – and then after school and on the weekends, they’d pull their curiosity out of the locker and log into Primer.

Long-term, Primer always expected to build Microschools, like the one Ryan’s mom created for him and his siblings when he was growing up in Florida, but that was eventually, once Primer had used software to acquire customers who were potential students at zero customer acquisition cost (CAC). Then, maybe, you’d start to offer something in-person as an extension of the online community the kids had come to love. The sequencing made sense. It got me.

The allure of Clubs was the allure of any social software product: tap into the internet’s scaled niches to build network effects at scale, then expand from there.

Primer Deep Dive, April 2022

And it was going really well. It was growing. Kids loved Primer’s Clubs.

One time, Ryan got an email from a mom who said that her child “had not told her that she loved her in four years” until she found Primer, joined the Clubs, met other kids who shared her interests, and for the first time in four years told her mom that she loved her. The mom “literally recorded a video and sent it to me through tears explaining this,” Ryan told me.

Another time, two other kids asked their parents if they could go to San Francisco for spring break so they could visit the Primer offices. Then they … did. They hung out at the Primer offices all week.

That’s the kind of customer love most startups would kill for. And Primer had it.

Then Primer killed Clubs.

Not because they weren’t working; because no matter how well they worked, they weren’t going to solve the real problem.

On a walk with a friend, Ryan told me, “[The friend] just looked at me and was like, ‘Why would you not just go after the absolute hardest version of this problem immediately?’”

Good point. So he did. Primer started running actual schools, competing with a public school product that, while many parents were unhappy with it, was state-supported, Lindy, and free.

Since then, Ryan has begun every Primer investor update with a reminder:

“This is a civilizationally-important problem and we are willing to go to war to solve it.”

That’s not what you write when you’re selling Club software. It’s what you write when you’re trying to rebuild a system that has no intention of being rebuilt.

I was wrong about Primer in the way I was wrong about a lot of companies back in 2020-2022, and in the way I think a lot of investors are still wrong: I thought that software (a clearly superior business model) was a better approach than rebuilding the entire product, atoms and all. That you might really be able to solve the problem with software.

And I’m writing about it now because Primer’s evolution mirrors both the evolution of what startups think they’re capable of doing and how I think about companies, which goes something like this:

One vertically integrated startup willing to compete with incumbents to fix the actual problem is worth 1,000 startups writing software to improve this or that little problem on the margin.

If you want to fix energy, you need to build lots of nuclear reactors and install lots of batteries.

If you want to fix space exploration, you need to build your own rockets.

If you want to fix air travel, you need to build fast fucking planes.

If you want to fix housing, you need to build more houses.

And if you want to fix K-12 education, you need to build schools.

For two school years, that’s what Primer has been doing.

Primer partners with teachers in local communities and gives them the tools they need to start their own schools. They help them find a space – a church, a community center, any space that isn’t in use during the day (Primer recently pushed legislation through in Florida to dramatically expand the locations zoned for schools) – handle all of the paperwork to get them up and running, give them software to run the schools, and provide a core curriculum for students to follow.

Whereas Primer’s software used to be student-facing, most of it is now teacher-facing. This is a big shift, and it meant making big changes on the team side. Now, the goal is to use software to enable teachers to provide the best possible education for the lowest possible cost.

Cost is an important factor when you’re competing against free. In Florida and Arizona, where Primers exist today (Primer is announcing another state soon), parents can use their state’s school choice program to offset much of the cost of school. These programs are growing both in terms of the number of states offering them and the size of the programs, something I’ve seen first hand as an investor in Odyssey, which helps state governments administer their school choice programs. (For those getting mad just reading the words “school choice,” watch the video.)

As school choice dollars grow and Primer’s costs shrink, something critically important happens.

In our conversation, Ryan announced for the first time that, “We will have 100% free Primers live in August of 2026. So zero tuition, no out-of-pocket tuition for parents, just use the state scholarship.”

At free, Primer is the same price as public school, and its goal is to offer a higher-quality education that continues to improve – top quartile today, top decile soon – and costs less and less to serve.

This is the Vertical Integrator mantra: better, faster, cheaper, at higher margins. Primer is applying it to a $1.5 trillion US education market ($870 billion of which is spent on public elementary and secondary schools) – a gargantuan market whose impact as a multiplier on all other markets is even larger.

In its first deck, Anduril wrote “Anduril is a company that will save Western civilization by saving taxpayers hundreds of billions of dollars a year as we make tens of billions of dollars a year.”

Primer is pursuing that same promise in education – if it can provide kids with a better education at scale for a third or less of the cost of the traditional public school system, it will save our youth by saving taxpayers hundreds of billions of dollars a year as they make tens of billions of dollars a year.

That seems overly optimistic if you view Primer in the context of traditional EdTech companies, which despite their lofty missions have generally failed to produce generational companies. But if you think about Primer as a company whose top line approaches the budgets of US public school systems at high and growing margins, it tracks.

Today, Primer owns a minuscule percentage of the overall market. There is much work to be done – technological, operational, and pedagogical – to even scratch that opportunity. And given the turning tides for school choice in America, there will be plenty of legitimate competition (not to mention a flood of “competition” from standalone AI tutors, a seeming threat we discuss in the conversation). Education will not be a winner-take-all market, and it shouldn’t. But there will be a biggest winner, and my bet is that Primer will be it.

Ryan told me that Primer is making three bets:

  1. That there will be a Moore’s Law for Education: that software will help deliver a better and better education for a lower and lower cost.

  2. That teachers can be excellent entrepreneurs: Primer is relying on teachers in local communities to attract students and provide them with a great education.

  3. That it’s possible to scale physical schools quickly with asset-light real estate: that by skipping the high CapEx and long timeline buildouts both public and private schools undertake, Primer can move faster and cheaper and focus on the thing parents actually care about: teaching their kids.

To me, this is one bet, and it’s the thesis against which I’ve invested in Primer two more times since that initial 2021 investment:

It is possible to build a better school system, one that gets better and costs less over time. To do that, you need to build something that looks like the existing school system, but that has some of the scale and financial characteristics of a technology business.

That’s what Primer is building. It offers physical schools. Its teachers teach a core curriculum in the morning, and then give kids the freedom to pursue their curiosity in the afternoon. As states pay more in scholarships and Primer lowers costs, it can offer a product that is free to customers at growing margins. Using technology but not defined by it, Primer can offer students an education that gets better as Primer grows, until it can provide a better education for any family that wants one.

Which sounds great on paper, but which is really, really hard in practice. Ryan and I discuss those challenges and the tremendous opportunity in our Follow-Up Conversation.

You can watch the video up top, or watch/listen wherever you prefer:

YouTube

Spotify

Transcript

Listen and read along below:

Packy (00:00)

Ryan, welcome to, this is an unnamed podcast, but what I wanna do here is three years ago, which feels like a crazy long time ago, I invested in Primer and wrote a deep dive on the company and rereading it, some of it's held up really well, some of it has completely evolved, and you've, kind of as my thesis has evolved into vertically integrated companies taking on these sclerotic incumbents, Primer's kind of like, moved into that position as well.

In this case, it's a sclerotic incumbent that I didn't think was touchable, which is the United States public school system. And so I'm really excited to kind of talk to you just on what has changed and what all of that is and what all of that has looked like. So thank you for doing this little experiment with me.

Ryan Delk (00:48)

Yeah, always happy to hang.

Packy (00:50)

So I think, you there's a few investor updates that kind of like I look forward to every month and Primer is one of them and right up top, you say, and you have, think maybe every investor update since the beginning, this is a civilizationally important problem and we're willing to go to war to solve it. Why is fixing K through 12 education civilizationally important and how are you solving it? What does it mean to go to war?

Ryan Delk (01:12)

There’s couple ways I would answer. there's one, think K-12 education in the US is one of those like boiling the frog, it's kind like the national debt where it's like, you talk to anyone, the mainstream view is like, hey, this isn't working. This is probably totally unsustainable. But it's sort of like, it's not acute. It's never acute enough that it's like, have to solve this right now.

I would argue that the compounding effects of an interest rate are very similar in the negative direction, are very similar to the compounding effects of an education system where, according to the NAEP scores that came out, 80 % of eighth graders are not on grade level on one of the core subjects, at some point that catches up with you and has really, really bad downstream effects for the rest of society, whether that's overall life happiness or career prospects or percentage of families that stay together and have kids and have lives or just overall human flourishing.

And so it's this interesting problem where it's sort of like, it's like cool to like armchair quarterback this on Twitter and talk about how bad public schools are or whatever. But it's actually, it's been a very sort of intractable problem.

And historically one where it's been almost impossible to solve the core problem and so everyone's just tried to solve these like small orthogonal problems, which in some ways actually like we, which we can talk about it if you want, we sort of spent a little bit too long solving one of those I think orthogonal problems instead of just going after the absolute hardest problem as fast as possible. And so you have like, know, software, people that sell software to public schools and different things that maybe make an impact on the margins but are certainly not solving the fundamental problem.

And so I think that this is, for a variety of reasons which we can talk about, this is the moment where you can make a pretty big actual impact on the fundamental problem for K through 12, which is, know, a reductionist view would just be academic progress and getting kids back on grade level and accelerating academic progress back to, you know, at least the grade level standards we had 30 or 40 years ago. But in a more philosophical view, would be things like, you know, students having a better shot at reaching their potential or, you know, living a life where they truly flourish or being excited about coming to school every day or whatever, you know, sort of higher level metric you wanted to use. And then I think the go to war part is as much a reminder for our team as it is for everyone else, which is that this is really, really hard. And there's a reason why no one has succeeded at this. And the incumbent machine is very, very good at making sure that all other alternatives and other supplies is choked out of the market and making sure that the sort of current status quo stays the way that it is.

And so I think that without the posture of this is going to be a fight and we've got to be ready to come to that fight, you end up, you know, you could end up with a demoralized team, you can end up not being aggressive enough, and we've sort of taken the posture from day one that this is going to be probably the hardest thing that any of us ever do, and we need to wake up every morning, you know, ready to take some punches. Otherwise, you have no chance of, you know, surviving long enough to actually make the impact that you want to make.

Packy (04:04)

You anticipated my next question. You mentioned kind of nibbling around the edges to start. So when I wrote the piece in twenty twenty two, really it seems like the core of Primer was software online, these clubs that either were posted by people who were like excellent at kind of educating kids at scale or even some of the kids were making their own clubs. It has all of these like Internet benefits where you can get the absolute best teacher in the world and then you get these network effects almost from more people join, you can find more people to be a part of your club, and all the things that historically you want in your business, those things felt like they were kind of nascently there for Primer. In the same piece, we mentioned that the next week or something, you're about to start launching Microschools, which is a physical product and does not have any of the characteristics that investors like or that you traditionally want to see in a startup.

Since then, you've leaned pretty heavily into microschool. So what changed from being a software-first company with a little bit of a physical thing to a vertically integrated company with physical at its core and then software enhancing that?

Ryan Delk (05:07)

So I, I mean the original vision for Primer in our very first memo was always to eventually get to micro schools. It was to get to the education that I had growing up. And we had this, I think, too clever by half plan, which looked really good in an investor deck and had a lot of theoretical benefits, but in practice was very difficult to execute on, which was that we were going to build, and we did build, this online platform where ambitious kids, home school, private school, public school, could work on projects together. And they could be student driven or expert driven and We were going to get geographic density and key markets with that platform and Then we were going to launch micro schools in them the communities where we had the most geographic density and We were going to have this sort of zero cac or very very low CAC engine because you have this zero marginal cost software product that is ripping through all the most ambitious kid communities in the US and then you're just upselling them on, wouldn't it be great if your school operated just like this? And all the parents say, wow, that's amazing. So it sounds great in theory. Right.

Packy (06:12)

And I'm smiling because this is the bullshit that I absolutely loved and I think probably the biggest lessons that I've learned and luckily I fell for it here. The biggest lesson that I've probably learned over the past few years investing is I could ping pong that too well and be like, my God, it's the most brilliant plan in the world. Why was it not and what changed?

Ryan Delk (06:18)

Yeah. Yeah.

And so what I realized was that, this was the fatal flaw, was that the company, the team that you architect to execute on the software platform for all the world's ambitious kids to come work on products together is very different than the team that you architect to build a software platform that's going to empower great teachers to launch micro schools, thousands and thousands of micro schools all across the US.

Vinod Khosla, who's one of our investors, has a saying that the team you build is the company you build. And people often quote that in the context of, if you want to build sort a high performing company or you want to build a top 1 % company, you have to build a top 1 % team, which all those things are true. But actually, I think the more interesting part of it is, at least in our context, is that you have to purpose build the team for the precise product and outcome that you're building towards. just generically hiring great software engineers and great designers, unless you're just building sort of a vanilla SaaS product, is not enough. And so I had this realization as we were launching the first microschools and we were sort of trying to do both that I had basically two teams or two companies inside of one company. And I was very torn up inside over this because the software product was doing quite well by most metrics. And we were getting this incredible feedback from parents. I remember three weeks before we decided to go all in on microschools, which we can talk about, I got an email from a parent who told me that her student or her child had not told her that she loved her in four years and she found Primer and joined these clubs and met all these other kids that also shared her interests and for the first time in four years she just told her that she loved her and she literally recorded a video and sent it to me through tears explaining this. And so we getting this anecdotal feedback from parents which was clearly moving the needle for them for making this huge impact on their kids but we were not solving the fundamental problem. We were not fixing, we were not doing anything really to fix K through 12 education in the US.

Packy (08:09)

Whoa.

Ryan Delk (08:25)

Cool community for kids, on the margins, was helping them meet other kids that are ambitious and probably become more ambitious themselves. But they were still all stuck in these crappy schools where the really wealthy families sent their kids to great private schools. And so I had a conversation with one of our mutual friends that you know well, and he basically challenged me, and I was sort of talking about this debate with him, and the challenge that I was trying to think through, and he just looked at me and was like, why would you not just go after the absolute hardest version of this problem immediately? Like, you have the best investors in the world behind you, you have a great team, this is the ultimate vision, just accelerate everything to now and just go after the hardest version tomorrow.

And I was sort of already leaning towards some version of that. But we had all these kids and users that were really excited about the product. And so we ended up doing that. And I was able to kind of build the conviction internally. And it was very difficult decision. I probably should have ended up way faster. But we took all the software that we built, we put it inside the microschools, and then we went all in on Primer microschools. And that is what we've been working on for the last two and a half, three years now.

The fundamental problem is a one-for-one replacement for public schools, private schools, charter schools, teachers that love their community, that want to serve their community, can use our software to launch their own school and then give kids an alternative that is typically either free or very low cost and will outperform almost any school that they're in currently.

Packy (09:44)

Yeah, there's so much in there. want to before we get there, like just that pivot moment, you're kind of lucky, but also, mean, like the eventual plan, like you said, was micro schools, but you have founders fund and Khosla are kind of the biggest investors behind, behind Primer. And so they're used to things that are physical, real world require a bunch of CapEx might be slower bill interact with the government, all of that. Still, it's like a different kind of thing than, than you'd been tracking towards, and like a kind of accelerated timeline. What were those conversations?

Like I guess one with the investors but then two with the team because I know also that like even changing you know breather when we changed our sales model from like kind of short rentals to long rentals same team same everything it was a really hard pivot it's like what are those two sets of conversations like?

Ryan Delk (10:28)

The investor side was, I mean, I think for early stage companies, great investors are betting on the founder and to some extent the market, and that's it. So the investor side was very easy. It was sort of immediate, like, all right, if you've got a condition, sounds great, let's talk through the plan, how can we help? The team side was much harder because we had to make a hard, I knew that we had to make a full sort of, All in bet on building this platform to launch schools. And that meant shutting down or shifting a lot of the software that we had built to only live within schools. And there was a lot of, that was a very emotional experience for the team because we had all these kids across the US and the world. mean, literally they would send handwritten letters to our office. I remember two kids, they asked their parents for spring break, instead of taking a vacation, can we come to San Francisco and just visit the Primer office?

They spent their spring break in San Francisco to come to the Primer office because they just wanted to meet the team. So this was like, you know, classic, like, cult, you know, kind of product. And that was very, very difficult for the team because there was a sense that we were abandoning, you know, these people that been, like, long time users and really benefited from the product. But I think it was obviously the right thing to do, but that didn't make it any less hard.

Packy (11:43)

And did people see that? There's also, I think people forget when you hear about companies that there's a mix of senior people who've thought about the strategy and junior people and people who work on certain products and others who kind of have the higher level view. I would imagine some people think that you're a complete idiot at this point and think that you're missing or are heartless or missing these people actually are really getting a lot out of the product. walk me through some of that.

Ryan Delk (11:59)

Yeah. Yeah, we had multiple team members that said all those things and many other colorful versions of that. And I don't actually, I mean, I think, I don't actually blame them. Like, I think that they're...

I think that as a founder, you have to be honest about the different decision inputs and different decision framework that you're going to have than your team. And there's going to be times when those two things diverge and you can't expect every team member to make decisions in the same way or want you to make decisions in the same way that you're going to make as the founder. And so I knew that I was only doing this to try to build a true alternative to the current K through 12 system in the U.S. And it was only worth every marginal day of my time if I felt like we were doing

the highest probability path to get there. And once it was clear that it was not the highest probability path to get there, I felt like I had a moral, ethical, fiduciary, opportunity cost, whatever framework you wanna use, obligation to get us to the, once I found this new path that I thought was more of a straight shot, I felt like I had to get us there as fast as possible.

But I can't expect everyone on the team to also have that exact same framework. These are employees that, obviously they were very bought into the vision and the mission and they were wonderful, kind of all in team members. And some of them said, great, let's go, we're in. And others said, hey, this is not what I signed up for. I signed up to build this thing. And I think that it's easy to villainize them or to say, hey, you don't see the big picture. How can you not see this? But I think that there is just a very different framework that you have as a team member versus a founder, and I think that's fine.

Packy (13:32)

Yeah, think it's to be, you want them to be super passionate about the product that they're building and the impact that they're having. It's just hard. moving on from that hard part, what is, how is the micro school product evolved? What is the micro school product and why vertically integrate and then how far do you integrate? Are you building schools? Are you designing the curriculum? How do you choose where to integrate and what to build?

Ryan Delk (13:40)

Yeah. There's basically three bets that Primer is making. The first is that software is going to, that there's almost like a Moore's law in education, which is that you are going to be able to deliver higher and higher quality academic outcomes as measured by the NWA map or whatever sort of nationally normed test you wanna pick for a lower and lower cost. And that some of that will be AI tutors and these things that are coming down the pipe. But other of this is just pure operational efficiency that you can drive by software, like not having teachers fill out paperwork and automating attendance and things like that. So that's sort of one bet.

The second bet is that teachers are actually phenomenal entrepreneurs - not necessarily in the venture backable sense, but in the kind of small business sense. And the idea of giving them a small organization to run, a small school to run, actually a much higher percentage of them than you think would thrive in that and a much higher percentage than you think would want that. And we've consistently seen, we have thousands of teachers that apply to launch Primers. And they actually really, really resonate with this idea of this thing that becomes their own that they can run and grow.

And then the third bet is that it's possible to very quickly scale this software platform with real world schools through sort of an asset light real estate strategy. We don't ever build schools, we don't do a bunch of construction. The teachers find the campuses for their schools. We have a regulatory engine that helps them get that approved and that's part of it, so that will all be productized as part of the software. But they're responsible for finding students, finding the location, and that allows us to get to scale very quickly in new markets because our go-to-market motion doesn't look like a traditional school operator.

Put those together, you have a platform that can deliver, hopefully, a top quartile or eventually top-design education at half or better of the cost to educate per student for the median cost in the states that we operate in. You have teachers that are kind of in the driver's seat running these schools. And then you can scale very, very quickly because you're not sort of encumbered by, our parents do not choose Primer because there are marble staircases and charcuterie boards and champagne galas. They choose Primer because we teach their kids math, how to read, and how to write really, really well.

And they get time to start companies and work on things they're excited about every day. And so the physical facilities are not the defining characteristic. And so that allows us to open in a lot of places that maybe other people wouldn't want schools, like churches or community centers or libraries or any place that the community really likes and gravitates towards. And so we put all that together. In theory, you can grow really, really quickly and scale this high quality education option at a much lower cost. So that's sort of the bets that we're making.

Packy (16:28)

It makes sense. Again, I'm going to draw on the breather thing here. I think if anything, we made a mistake in not vertically integrating enough. The ideal world capital is not a constraint. You just own buildings and then you keep all the margin and all of that. Because the space was the product. For you, it's a very clear, you say asset light up front, it's a very clear decision to save all of that money, save all of that time and put it towards the education. I guess that's a really good heuristic actually is what do customers expect from you and be as good as you can possibly be on that.

Ryan Delk (16:48)

Yep.

Packy (16:56)

And kind of throw out the other stuff, do you see over time kind of either you deciding to integrate further into that stuff or giving teachers the ability to decide, you I want my school to be this high-end thing where we do have caviar toasts for our students. How do you think about what happens over time as you earn the right to integrate more?

Ryan Delk (17:15)

I could see us maybe going up market a little bit. I think the market for schools that are highly competent at teaching math, reading, writing, and science is so large, tens of millions of students a year, that it's hard for me to imagine tapping that out and feeling like we need to go further up market to the other things that parents care about on top of that. But in theory, the teachers are in the driver's seat, and so they could choose to push up market.

But we are laser focused on that segment, sort of the 80 % of the population, where those are the core things they care about. And I think it will take us many years or decades to tap that out.

Packy (17:50)

Yeah, it makes a ton of sense, which brings to bet number two, which is how do you build a product that parents across the country can come to trust and give teachers control? What's the balance there of what they can control, what is standardized throughout the system?

Ryan Delk (18:05)

Yeah, we are always toying with this balance. It's basically a question of, we think of it in terms of legibility. do not want to take pedagogical or other types of risk, most parents, on their kids' education. And so there's lots of these schools that have tried these highly innovative, either structural innovations or pedagogical innovations. And I think that just creates a ceiling on the percentage of parents that are gonna be willing to take some bet on some new thing. And so you, think for the segment of the population that we're serving, is sort of like, know, middle class, upper middle class, some lower class families.

They just want a really good school that's great at core academics and that's like that's that's what they that's what they are they are looking for. And so it has to be legible. The program the curriculum everything has to be legible enough to them that it feels like a one for one substitute for whatever their current school is. And so the way that we do that is we have a very very intense and rigorous core academics that happen in the morning and parents have total transparency into that they can see on their dash parent dashboard everything that's happening every day. We calculate learning velocity for every student.

And so we can literally project like by the end of the year by the end of the month by the end of the week like where should the student be if something goes off we know why we try to diagnose that But then the afternoon's kids can do these pursuits which are like passion projects like starting companies a lot of the original club stuff They can start companies they can launch podcasts write books And and I think that that is sort of as far as we're gonna push the envelope on legibility where parents can go Okay, like I can sort of understand core academics in the morning these kind of like, you know a creative passion parks in the afternoon and and that is

That is as far for now as we're going to go, and maybe in the future we'll go further. But that is sort of the mix that we chose right now.

Packy (19:42)

It might be early to know this, maybe not. How much does having the passion projects?

Impact the kids desire to learn in the kind of morning core session I asked because my like son I mentioned this briefly in a newsletter But my son like wants to build worlds and now like I can teach him I can like tell him to do anything It's he's you know, years old I could be like well You obviously have to go to swim class because like you're want oceans on your world, right? Or like we better practice our math because like you need math to do physics and like it works all the time Like if you have that motivation of a thing that you want to get done this morning He was homesick and he was dreaming he like wanted to go back to sleep because he was in middle of a dream

Ryan Delk (20:08)

Yeah. Yep.

Packy (20:18)

…about building this world with his grandmother. He's just obsessed. And so you can jam so much down that. And so I would imagine the projects kind of serve that same function. Does it make kids want to learn more because they have something to apply it to?

Ryan Delk (20:22)

So awesome.

That is the dream is that every student is experiencing some version of that. In practice, it's very difficult. So one of the things that we do academically is that every student has a personalized academic plan based on where they are. So it's hard to ensure that every student's project that they're working on directly ties in with where their academics are. But in theory, that is where the software we built will get to. That's the long-term goal. There's some.

You have to be careful because you want there to be some intrinsic motivation. Like it's not just purely to unlock this other passion project later. But the version you're talking about is not as reductionist as just, hey, if you do this, then you get to do this fun thing. It's actually, hey, we need to learn math because it's going to help you build a more robust world or understand how this part of the world's going to work. And that, think, is the connection at its best. And so in theory, that is what we will get to. In practice, it's very hard to do that for thousands and thousands of kids that are all different academic levels, but that is eventually the goal.

Packy (21:31)

Totally. All right, which I mean, that perfectly leads us into bet number one, is the software. I love the idea of kind Moore's Law for delivering quality education. Like, what are the different dimensions? see the chips have gotten cheaper and they've also gotten better. are you kind of on this software trajectory or, you know, the slope where in two decades we wake up and Primer is just the cheapest, but also the best education that you can possibly get? Like, how does that play out over time?

Ryan Delk (21:57)

Yeah, I told the team the other day, it's like surreal that there is literally going to be trillions of dollars this decade spent on CapEx that will basically directly reduce our cogs and our cost to educate and improve our academic outcomes at a lower cost. so.

The latest AI stuff, it's still not quite ready for primetime for AI tutors. still, still host, it's a little bit too high.

The way we think about AI tutor is the value of an AI tutor is directly correlated by how independently a student can use it. But that often, that is also precisely correlated with the magnitude of the downside if or when it hallucinates or gets something wrong because if a fourth grader is using it independently and doesn't know that it's being taught to mean incorrectly, then you're lodging this thing in their brain that is not correct. But they're getting very close. so right now most of what we've done is on the administrative logistical kind of like, you know, deleting the bureaucracy from the system for educators. And so like, don't think any teacher at Primer has ever filled out a piece of paperwork, for example. Probably some, one of them will email me after this and tell me that they did. But it's not a part, normal part of the experience at all. Like all these things are either automated or taken care of for them, or it's, you know, a couple clicks in their dashboard.

And so we're pretty relentless on that front. And I think we have a very, very,clean experience for the Primer leaders, which you'd be surprised how big of a difference that makes, just that difference when they come from their old school to Primer. And so now phase two is, how do you start to really improve the academic outcomes while also decreasing costs for students, and then specifically improve the personalization that you can offer? And so right now we use a combination of software tools and virtual tutors for students that need remedial support and live instruction from the primary leader. And in theory, more and more of that will get eaten by AI tutors as they get ready for prime time. And I think we're probably like six months away. If you're working on this, please email me. I want to meet you. Because I think all the technical building blocks are there. It's just going to take someone actually putting it all together.

Packy (23:54)

I mean, this is one of the things that I love about building a vertically integrated business is that you can be like, I hope that somebody solves AI tutor. Cause then I just plug that into my thing where I've done like all of this actually really hard stuff that nobody wants to do. And so like you want the world to come to you and it's not a competitive threat. I guess the flip side is there a world in which, you we wake up in five years and Apple figures out the vision pro and or meta does and it becomes cheap and then like there is a really good tutor in your classes and like it's just actually better to for kids to sit at home and in a VR with a perfect personalized tutor is like is there something that you think could could knock off Primer that you worry about in the future

Ryan Delk (24:31)

I have a very, very strong conviction that, so lots of people talk about this, AI vision for the future where every student's just sitting at home on a tablet, you know, learning from some AI tutor. That is such a like coastal elite like idea.

97 % of American families need their kids to go to school because they go work during the day and they need a place for their kids to go. And another 35 % of American families rely on schools to provide some other services for them, whether that's aftercare or lunch or various other things that they literally can't provide for their kids. And so this idea that every kid in America is just going to be sitting at home I think is totally wrong. And so that's actually part of the reason why we specifically decided for Primer to, single Primer as a physical location and we do all that work to help these educators find those locations to get them approved for school use because that is the bet is that that is never going to go away and that is going to be part of the durable advantage is this network of thousands and thousands of physical locations and so even as you know cogs and go down and AI tutors you know get ready for prime time you know kids are still going to need a place to go while their parents are working and and that's that is a like very important part of the bet that we're making.

Packy (25:36)

Yeah, it's also, even saying it out loud, like asking the question, didn't mean to make it sound like a but even saying it out loud, you're like, that sounds like the worst possible version of the future that everybody's just sitting inside.

Ryan Delk (25:44)

You have socialization, have all sorts of reasons why that's not gonna happen. But I think the most important one is just structural. Parents just need a place for their kids to go from nine to three or nine to five every day.

Packy (25:54)

Yeah. Well, I mean, so obviously right now, wouldn't get into it right now. That role is often served by the public school system in the US. It feels like things are really moving Primers way on the government side, but I would just love to like kind of, could you give us a snapshot in time of why the opportunity right now to kind of rebuild the system that does so much for so many people right now, why that opportunity exists right now from a government perspective, and then we can deal with the antibodies and all sorts of stuff that comes with that.

Ryan Delk (26:26)

I think coming out of COVID, two important things happened during COVID. One, think parents got a different and higher fidelity view into aspects of their kids' think kids were at home, and so they saw more of what was happening from an academic perspective. And I think a lot of parents rethought education. And then on the teacher side, I think a lot of teachers got burned out and kind of like, hey, there's got to be something better.

So that's one component of it. And then I think that cause or accelerated a lot of the regulatory bodies, sort of that state, local, federal, to think about alternative structures for K through 12 education. And so we had this pretty contrarian view when we started Primer, which is that eventually, micro schools and these kind of smaller, innovative schools would be a very significant portion of the U.S. K-12 education system.

And basically everyone thought we were insane. And now maybe a lot of people still think we're insane, but fewer people think we're insane. And you can at least squint and see that this could happen. And so I think we've had the state level stuff is probably where the most drastic changes happened over the last four years, where you've had 17 or 18 states come out and say, hey, we're going to give, we're going to create state scholarships for families, basically a tax refund. If you're paying property taxes and state and local taxes that go to fund the public school system, if your kid does not use that public good, you can get a portion of that back and you can use that somewhere else since you're not consuming the good that you're paying for.

I think it started as kind of a niche idea and then now it's just cascaded to, I think the majority of states will have those programs by the end of this year, which was sort of unthinkable five years ago. so parents are now, I think in the driver's seat, the meta here is that the parents are now more, have higher agency over their students' education and I think there's less of this just pure inertia towards the public school system. And part of that is psychological for parents coming out of part of that is regulatory from states kind of rethinking these programs. But that I think is sort of the meta thing that shifted over the last five years.

Packy (28:31)

It makes sense. I've seen this both with Primer and then with Odyssey and like really kind of supporting the ESA kind of payouts and making that easy for parents. Clearly there is a like red blue divide on which states have ESA programs and which don't. I'm hoping like, you know, I'm from Pennsylvania originally, someone like Josh Shapiro can purple it and bring ESAs to Pennsylvania. But, you know, even my sister, when I talk about this stuff positively, is like, what about the public schools? you know, are you just taking

Ryan Delk (28:52)

Yep.

Packy (28:59)

money and like giving you know giving better schools and better options to rich kids and you know leaving the public schools in a lurch like I guess one steel man the argument against kind of school choice or like why are blue states is there a good reason for them to be you know to be a little bit behind there and then two I guess you know address the address your own steel man and and like kind of explain why that might not actually be an issue and why what Primer is doing is not like this evil thing.

Ryan Delk (29:26)

The Steel Man is some version of historically non-public schools have done a poor job of serving students that either fall outside the middle 50 % of students on any dimension, whether that's income or academic ability or behavioral or whatever dimension you wanted to pick. And they have been extremely high cost, both in terms of actual tuition, also in terms of CapEx to get live.

And so if something is a very high CapEx effort, meaning for folks from the term, meaning like the initial costs that are required, whether it's real estate or otherwise, to get the thing spun up. You have this issue where in like highly rural areas and lower income areas, no one's gonna go through all the trouble to launch a non-public school. And so in theory, if you give parents back this portion of their taxes that they pay for public schools, that money ends up just going to existing private schools.

No new supply comes onto the market in rural areas or low-income areas because there's no incentive to do that and you end up just you know having $40,000 a year private school now cost 40 or $33,000 a year which doesn't make it any more affordable to a middle-class you know single mother who in theory these programs are supposed to hurt help and So so this is all just sort of one giant, you know handout or something

And I think that is… That is sort of a very narrow, it is true in the most narrow sense if you assume that it is just a subsidy of demand and not, and it doesn't impact supply in any way. And I think that is part of why people are so excited about Primer is that we are able to, because of the Asset Light Real Estate Strategy, we are able to spin up these schools very cheaply and very quickly, but also in areas that historically would not, you would not be building or launching a new non-public or private school.

And then you're able to offer that at a price point that even very very low-income families can afford and so we have schools With Primer we have them in you know the wealthiest neighborhoods of many cities But we also have schools where 96 or 97 percent of families are on food stamps And they are in the you the lowest income literally the lowest income neighborhoods of entire states Have Primers and they're thriving and they're self-sustaining and the the communities love it and the teachers love it and so we're sort of

I think breaking that narrative. And I think that's part of what the excitement is, that historically a lot of the innovation that's happened in education, in full stack education, has either been one-off charter models, where you have one really great school or two really great schools, but it's very difficult to scale, or really high-end private schools, like I won’t name any names, but they've tried and they haven't succeeded, or they've succeeded in a very limited scope at the $50,000 a year price point, but it's never actually made an impact for the families that need it the most. And so I think that's sort of the argument that applies to maybe weight 1.0 of this world, but everything that's shifting now, I think sort of bucks that argument.

Packy (32:18)

Yeah, I it like the 2.0, like it is a very interesting and disruptive and I hate that word because it's overused, like, disruptive thing when you can actually bring the cost of the education down as you're getting these subsidies, like where at some point, you know, if you're on that Moore's law curve, at some point, the ESAs, which are, you know, some states, I'm sure like as low as, you know, a couple thousand dollars up to what max of eight to $10,000. At some point you should be like the all in costs should be below that. Like what is the Primer if you're, if you're willing to talk about it, Primer cost to serve now versus what it costs, you know, public school in a similar area to serve a student's education.

Ryan Delk (32:55)

We will have 100% free Primers live in August of 2026. So zero tuition, no out-of-pocket tuition for parents, just use the state scholarship.

And we are very, very confident in that. That won't be every single Primer, but it will be a lot of them in several states. And we will probably have one or two of those piloting this year in August. So that's the future. And that's part of why I'm so excited about all the stuff that's happening on the software side, is you can deliver these incredible academic outcomes at a much lower price point than it was ever possible. And so when you pass those savings on to parents, you end up being able to, these programs end up being able to have the impact

that they purport to have, which is for families that can't afford a better alternative, it's giving them access to something that they never would have been able to afford otherwise, and a much better education for their kids.

Packy (33:44)

That's amazing. So free for the families just like public school would be taxpayers save whatever the delta is between what it costs Primer to serve and what it costs state schools, what it costs the local public schools to serve. And you have this education that is improving and keeping up kind of over time.

versus one that is just because it's part of a bigger kind of system, slower and harder to move. It's like a win-win-win. We were talking beforehand a little bit though that there are some people who are not as psyched about this. What's your experience been with the unions?

Ryan Delk (34:14)

Yeah. What to share here.

The incumbents are very good at staying incumbents, is something you learn in this world. And I definitely did not fully appreciate that. I think I had some broad sense going into starting to build Primer that that was the case. But I did not appreciate the extent to which it was true. And I thought of it more in the sense of, sort of like acute attacks which have happened and we have crazy stories to that end. It's actually the harder thing to overcome is the structural extent to which the kind of incumbent education system has captured every type of regulatory body that acts as a gatekeeper to new supply coming onto the market. And so everything from land use and zoning, to other like regulatory state level or local level regulatory approval that you have to have. All of these things are, you end up in a situation where it is very, very difficult for a new supply to come onto the market. no one, there's not one individual that's sort of culpable for this. It's that the entire system is designed to ensure that you can't get new supply onto the market. And that's part of the structural stuff that we spend a lot of time fighting.

Packy (35:19)

You had a big win on that front in Florida. How do you win it? Is it just like waking people up and tapping them on their shoulder and being like, hey, while you weren't looking, it was illegal to launch a school in this open public space, or is it harder than that? Like, what does it look like to change all of that?

Ryan Delk (35:32)

Yeah.

Part of it is like the you can just do things meme. We, I heard from so many, I talked to someone who was like, yeah, for the last 12 years, I've been trying to figure out how we can fix, you know, zoning for new schools. And we just wrote some legislation and found some legislators that were excited about it and we got a pass. And so we changed state law in Florida and opened up 50,000 new locations where you can open a private school.

And everyone was like sort of, everyone in that space was like, wow, this is amazing. Never thought we would see the day. And I wasn't easy, but it wasn't that. It was not in the top 10 hardest things Primer has done and probably not in the top 100 that we will do. And so it wasn't objectively that difficult. It just was no one had actually gone and tried to actually do it. And so there's things like that that we try to tackle on Spearhead. But it's also, think, it's a...

It's one of those things where until you are in it, it is very difficult to understand the specifics of what makes it so hard. And so you have many well-intentioned people in the legislature and different governing bodies who think that they've sort of solved these problems and it's not that hard. But when you're in it and you're actually trying to launch schools, you learn the actual mechanics and where the friction points are. And so in some ways, you kind of have to do it to figure out what's broken. And we were in a unique spot to be able to go fix it after that.

Packy (36:49)

The like, cynic view on this would be, like there's a lot of different types of cynic view. The business cynic view of this is like, damn, you're doing a lot of hard work to like, build an ed tech company and like, aren't these the worst businesses of all time? Like, what is the market opportunity? like, when you think about Primer as a business, like how do you think about that and what the kind of upside is there?

Ryan Delk (37:08)

For the last 50 years, the only thing you could do in the education world was this sort of thin slice of the market that we called EdTech, which was basically software that was either sold to public schools or to parents. And it was this very thin slice of, we spend $1.5 trillion a year on K through 12 education in the US. was this tiny little, low tens of billions of dollars spent, component of that. And that entire segment produced basically zero generational companies or organizations, very few amazing outcomes for the world or for investors or whoever.

And so, and I think that was a structural, it was a structural limitation, which was that the majority of this $1.5 trillion a year was basically just totally locked down, kind of one shot to public or charter schools. And there was nothing that parents or anyone else, there was no discretion over any of that. was just sort of, it was just gonna keep happening. And so if you wanted to do anything and try to improve anything or build organizations in the space, you either had to do it sort of at very small subscale, very small scale, you know, build one charter school or something like that. Or you had to just play in this sort of software space with these two year long procurement cycles and terrible margins, all that. And now, because of all these structural shifts, is the first time where you can actually go innovate on the bulk, like the foundational problems, which is the actual schools themselves. And you can go build alternatives.

And so I think… I think that it would be a mistake to conflate what's going to happen over the next 20 years of folks building things in education to what's happened for the last 20 years. I think that the opportunity now, think that we finally have a chance to try to improve and attack some of the hard foundational structural problems that have basically been off limits, not for lack of good intentions, but just because of the structure, that have basically been off limits for the last 30, 40, 50 years. And so obviously, there's a lot of execution risk and very hard problems to solve still, but the structural stuff has been unlocked. And so now it's up to us and hopefully many others to go improve the lives of families and kids and deliver great outcomes.

Packy (39:16)

When I hear like a $1.5 trillion, like there's very few markets that are the size of a defense, the defense budget is 900 million billion in the US. But if you include allies around the same size, like would it be easier for you to fundraise if you have like a physical school that you just like dropped in in different places and it like looked like you were doing this like hard tech thing or like it does feel to me like when you talk about it that way.

And when you really think about the business, like one of those kind of knocking over the defense primes, size opportunities, is it easier if you have a shiny physical product or what's that like convincing new investors?

Ryan Delk (39:51)

We've been pretty lucky on that front. We have a great group of investors that are very long-term ideologically aligned. And so I think we are very lucky. And I think that part of that is that our team is this mix of people that have come from the traditional education world. So we have people that have built some of the most iconic schools in the US that have a lot of hard-won battle scars and have been doing it for decades. And then we have people from the tech

and startup world that have built many iconic software companies and been early at places like Uber and Coinbase and other companies. And so I think that Nix has allowed us to attract a bunch of very high caliber capital. But I do think there's there, I do often think of that, if you were doing the more sexy version of this, then maybe it would be a little bit more hypey. But I actually think it's quite, I think staying under the radar

little bit and kind of just sort of building the version of this that really works for like blue collar, know, everyday Americans actually is the right long term, long term bet. And I think that that we are that is now like increasingly obvious to the market.

Packy (40:59)

How do you see the market playing out? Is this winner take most? Is this, there's gonna be a million different players? When you are doing all that hard work in Florida to get all these spaces approved, can there now be 10 other companies that come in behind you and say, awesome, we're gonna use that to launch schools as well? Or does the software side make it, you think, take most at the end?

Ryan Delk (41:19)

I don't think it's winner take all. mean, there's 80 million-ish kids in the US and it's one and a half trillion dollars a year of total spend. part of the promise of what's happening is that you will have a much higher aperture or variance of types of options available for families and so I hope that Primer eventually can be the platform that you folks launch amazing you know farm schools or technical immersion schools or language immersion schools or Religious schools are all sorts of different things that that you could use the Primer platform to launch

But I also think that we need a lot more types struck structural innovations people trying crazy crazy ideas and so I hope that part of what happens over the next 10 years is that you have much higher variance people trying You know things that have never been tried before to see if they work I think for for students with special needs there's a huge underserved market there that we have not You know really done a lot or explored but that's something that I feel I'm personally very interested in and invested in and And would like to to for primary part of the solution there, but that's something that's there's an amazing autism school in Phoenix, for example, has been able to grow tremendously because of lot of the legislative changes, but also deliver just incredible outcomes for these students that, as far as I'm aware, have literally never happened anywhere in the US, and now they're taking that same model and scaling it to a bunch of other states.

And so I think that that, it is definitely not one or take all. It is an enormous market, and I hope that the end state is every family and every student being able to find something that is closer to the ideal school for them, rather than this sort of one size fits all sort of defaults that we've been operating with for the last 50 years.

Packy (42:57)

I guess kind of snapshot moment in time right now, so when we revisit this again in three years, what can you give me on revenue growth? Like where were we in 2022? Where are we now? Where do we expect to be in the next kind of two to three years?

Ryan Delk (43:10)

Yeah, we're we've grown about 5x… 4.7x year over year from last year to this year.We will be announcing expansion to a new state. I'm actually here right now in our office in said state and We'll be announcing that soon. We'll do another another with another new state expansion lineup for next year.

So yeah, are, we are operationally, the constraint right now is operational capacity, not students or teachers, which I think is the problem you want to have, but is also the most frustrating problem because it is 100 % under your control and there's only one person to blame for not increasing capacity, which is yourself. And so that is what I'm spending all my time on right now. But I hope that three years from now we will have ubiquitous free Primers that are available to families across many states and that are delivering top quartile or hopefully maybe top decile academic outcomes at either free or very, very low cost for families. at that point, I will feel very confident in our ability to scale that to many hundreds of thousands and eventually millions of students.

Packy (44:18)

What are those big unlocks that kind of get you there? Are there like step changes where all of sudden, maybe in 10 years it looks like the federal government's like, great, we're dropping Primer and everywhere. That's obviously a ridiculous case, but are there big unlocks like this or is it just like we're grinding this thing, compounding for the next decade or two?

Ryan Delk (44:36)

We don't need any big structural unlocks. think there will be a lot of stuff that will happen on the software side that will keep pulling costs down and pulling academic outcomes up. But I suspect that will be, some of the AI stuff will probably feel like a step change when we're able to implement that. But a lot of it is just gonna be, we have better data, I think we have a better data set than any education provider on the planet because of the way that we've architected the operating system.

We are able to predict which interventions are going to work, recognize when learning velocity dips below the projected amount for a student that intervene in a way that I think probably no school on the planet can. And so a lot of this will just be letting that compounding advantage continue to play out, improving the product, improving the program. And if we can continue that, I think that it won't require any big structural unlocks. It'll just keep getting better every year.

Packy (45:29)

All right, so kind of just two last questions.

One, if you could go back and tell Ryan in April 2022 when I wrote the Deep Dive on Primer, if you could go back to the past and give him one piece of advice over the next three years, what would it be?

Ryan Delk (45:43)

It's gonna happen faster than you think, so be more aggressive.

Packy (45:47)

Be more aggressive is great. And then if there are people, and this is the last one, people who want to get involved, want to be more aggressive, want to help solve that operational constraint, what are you hiring for right now? What's the best way to kind of turn this into going to work at Primer?

Ryan Delk (46:01)

Hiring for almost every role across the company, marketing, growth, operations, admissions, engineering, design, product, education. email me r at Primer.com if you have a proclivity towards the types of problems that we've talked about and you're interested in working extremely hard on trying to solve it. It will be the hardest thing you've ever done, but it hopefully will be the most meaningful work of your life. And if you're a teacher that's interested in launching a school,

Either in Florida or Arizona or other states, please email me because I'd to add you to the list and get you involved in that when we're there.

Packy (46:32)

Ryan, thank you for doing this. I definitely get excited when I write about companies and somehow as excited as I was when I wrote about Primer in the beginning, just kind of getting to know you and the company more over the past three years. This is just a massive opportunity that if it goes right, you can't think of a bigger lever on kind of everything downstream. So I can't wait to do this again and kind of follow the story over the next three years. But thank you for doing what you do.

Ryan Delk (46:55)

Thanks, Packy. Always fun to hang.


Thanks to Ryan for the great conversation!


That’s all for today. Please let me know what you think about this format, and if you want to stop reading and just get to work fixing education by working at Primer or launching a Microschool, check out Primer’s career page.

We’ll be back in your inbox with a Weekly Dose on Friday, by which point I fully expect you to have your company set up on Ramp.

Thanks for reading,

Packy

Weekly Dose of Optimism #133

2025-02-28 21:42:10

Hi friends 👋,

Happy Friday and welcome back to our 133rd Weekly Dose of Optimism. Just a deluge of big, optimistic news to process this week: breakthrough research reports, splashy $500B investments, major crypto deregulation, and not one, not two, but three lunar lander launches. Good news from every part of the universe we cover. We’ll try to weave it all together for you in a way that makes sense. That’s what you pay us the big bucks to do.

Let’s get to it.


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(1) RNA neoantigen vaccines prime long-lived CD8+ T cells in pancreatic cancer

Sethna et al in Nature

At an extended 3.2-year median follow-up from a phase 1 trial..., we find that responders with vaccine-induced T cells (n = 8) have prolonged recurrence-free survival (RFS; median not reached) compared with non-responders without vaccine-induced T cells (n = 8; median RFS 13.4 months; P  =  0.007).

mRNYAY!

Researchers have developed an mRNA-based cancer vaccine that generates long-lived, functional T cells targeting pancreatic ductal adenocarcinoma (PDAC). Pancreatic cancer is one of the deadliest cancers, with a 5-year survival rate of only about 12%.

In a phase 1 trial, patients received surgery, a PD-L1 inhibitor, chemotherapy, and a personalized mRNA vaccine. At the 3 year mark, 75% of patients were cancer free. Moreover, responders with vaccine-induced T cells had significantly longer recurrence-free survival compared to non-responders, meaning those that responded to the vaccine went much longer without their cancer coming back than those who didn’t respond.

The research shows the vaccine created immune cells that lasted for years, stayed active against cancer, and could help prevent it from coming back. 85% of vaccine-induced T cell clones persisted for at least two years, with a median lifespan of 7.7 years and some projected to last decades. The T cells maintained strong anti-cancer activity and infiltrated recurrent tumors, meaning they could help control cancer over the long term. The study’s results are extremely compelling evidence that mRNA cancer vaccines can induce durable immunity.

However, the study is not without its skeptics. Vinay Prasad pointed out on X that the study had multiple design flaws and that there have been many promising cancer vaccines, but ultimately only one approved by the FDA. Here’s the hoping Prasad is wrong on this one.

(2) Latest DB-OTO Results Demonstrate Clinically Meaningful Hearing Improvements in Nearly All Children with Profound Genetic Hearing Loss in CHORD Trial

From Regeneron

Regeneron Pharmaceuticals, Inc. today announced updated data for the investigational gene therapy DB-OTO from the Phase 1/2 CHORD trial in 12 children who have profound genetic hearing loss due to variants of the otoferlin (OTOF) gene.

Gene therapy restored hearing. I’ll say it again louder for the people in the back. Gene therapy restored hearing.

Last week, we kicked off the Dose with two gene therapy wins: restoring a blind man’s vision and treating a baby’s spinal muscular atrophy in the womb. Now, another gene therapy restored hearing in deaf children. This is a miraculous trend.

Regeneron's gene therapy DB-OTO showed significant hearing improvements in 10 of 11 children in the trial, with some reaching near-normal levels of hearing. Wild. Here’s how DB-OTO works: the gene therapy uses a harmless virus to deliver a working copy of the OTOF gene into the cochlea, restoring a key protein (otoferlin) needed for hearing. In children with otoferlin-related hearing loss, their inner ear cells detect sound but can’t send signals to the brain due to a faulty gene. By injecting DB-OTO directly into the cochlea, the therapy enables these cells to produce otoferlin, re-establishing sound transmission and allowing children born deaf to hear. Voilà!

Overall the trial not only met but exceeded expectations. Ten of eleven children in the trial experienced significant improvements in hearing. One child, treated at 10 months, demonstrated speech and developmental progress. And best yet, the treatment was delivered in a relatively simple procedure and the children experience only mild and temporary side effects. Hear hear.

(3) Not just for big dogs! Our senior dog program receives preliminary FDA efficacy acceptance (RXE)

From Loyal

This makes Loyal the likely recipient of both the first- and second-ever RXE acknowledgements from the FDA for longevity drug programs for any species — including humans.

Loyal is making some big (and small) dog moves!

The biotech company focused on canine longevity (and R&D that could eventually benefit humans) announced that the FDA granted its drug a “reasonable expectation of effectiveness” in extending senior dogs' lifespans. Loyal still needs the FDA’s final approval before it hits the market, but the company is still targeting late 2025 availability. The drug, called LOY-002, will be offered to senior dogs of all sizes (or at least >14 lbs). Importantly, Loyal’s previous programs focused on older, larger dogs and wasn’t available to smaller and medium sized pooches.

While Loyal can’t really yet make claims on lifespan extension, it does comp the drug to a previous study from Purina on caloric restriction that extended dogs lives 2 years. Dogs can’t be on caloric restriction forever, that’s not sustainable, but taking a beef-flavored LOY-002 drug may be scalable to millions of dogs.

Extending the lives of millions of dogs is a good thing. Achieve that and Loyal is not only a valuable company, but likely a very loved company. But the company’s ambitions don’t stop at dogs. It wants to build on its learnings in creating canine longevity programs to build human longevity programs. And if they achieve that before others, Loyal is likely one of the most valuable and important companies in the world. Bow wow wow.

(4) Arc Virtual Cell Atlas launches, combining data from over 300 million cells

From Arc Institute

The Atlas debuts with two foundational datasets…The first is a new, open source, perturbation dataset called Tahoe-100M, created by Vevo Therapeutics, comprising 100 million cells and mapping 60,000 drug-cell interactions across 50 cancer cell lines. The second dataset, scBaseCamp, is the first single-cell RNA sequencing dataset from public data to be curated and reprocessed at scale using AI agents.

Arc on a bit of a tear recently!

Last week, they released Evo 2, an AI model that learns the “language” of DNA, allowing it to predict the effect of mutations, design new sequences, and influence gene expression.

This week, they released Virtual Cell Atlas, a resource for AI-driven biological discovery, starting with data from over 300 million cells. The Atlas standardizes diverse single-cell data for easier computational analysis, helping researchers study drug responses and disease mechanisms.

The initial release includes two major datasets: Tahoe-100M, mapping 60,000 drug-cell interactions across 50 cancer cell lines, and scBaseCamp, an AI-curated single-cell RNA sequencing dataset spanning 21 species. To gather all this, Arc developed AI agents to continuously collect and process public data, removing the need for manual curation.

Those Collison boys are shippin’! And speaking of the Collisons, Stripe released its 2024 Annual Letter this week — $1.4 Trillion in total payment volume in 2024. Those Collison lads are both shippin’ and rippin’!

(5) Apple will spend more than $500 billion in the U.S. over the next four years

From Apple

“We are bullish on the future of American innovation, and we’re proud to build on our long-standing U.S. investments with this $500 billion commitment to our country’s future,” said Tim Cook, Apple’s CEO. “From doubling our Advanced Manufacturing Fund, to building advanced technology in Texas, we’re thrilled to expand our support for American manufacturing. And we’ll keep working with people and companies across this country to help write an extraordinary new chapter in the history of American innovation.”

$500B! How ‘bout them apples?!

Apple is committing $500 billion to U.S. investments over the next four years, focusing on AI, silicon engineering, and advanced manufacturing. The scheduled investments include a new server manufacturing facility in Houston, expanded chip production in Arizona, and a doubled $10 billion Advanced Manufacturing Fund. The additional investment is expected to add about 20,000 Apple jobs and, in addition, the company is launching a manufacturing academy in Detroit to train workers in AI and automation.

Why would Apple do this? Besides some obvious genuflecting to the Trump Administration, the move to onshore some of its manufacturing infrastructure to the U.S. is intended to increase supply chain resiliency in the face of increasingly cooled relationships with China. And maybe to give Tim Cook a little power back.

A couple weeks ago, on the Shawn Ryan Show, Anduril co-founder Palmer Luckey called Cook out for the company’s (necessary but embarrassing) stance on China:

Like Tim Cook, I have nothing against the guy, personally, but like if I were him, I would feel a little humiliated that I can’t say anything about China despite supposedly on paper being one of the most powerful men in the world.

…He’s politically engaged. Imagine what would happen if he said something like “I believe concentration camps are bad.” Like China, on account of the Uighur Muslim issue, would immediately lock them out of the country. He can’t say that. Isn’t that crazy?

I’ll stop. Palmer keeps going. Watch it. I started the clip at the beginning of the rant.

Critics argue that a lot of this is money Apple was going to spend in the US anyway, packaged into a nice, big, round, Trump-pleasing number. That may be the case.

But Apple is the most valuable company in the world — by a margin of, coincidentally, $500B — and it makes sense for it to continue to invest in its home country, make its supply chains less vulnerable, and (frankly) score a major political win with an administration that values flattery and cooperation above all else. We’ll take the W.

And if you hear Tim Cook start making Winnie the Pooh jokes, you’ll know what happened.

(6) Righting a major wrong

From Coinbase

SEC staff has agreed in principle to dismiss its unlawful enforcement case against Coinbase, subject to Commissioner approval – righting a major wrong. We’ve always maintained that we were right on the facts and the law, and today’s announcement confirms that this case should never have been filed in the first place. This is a victory not just for Coinbase, but for our customers, the United States, and individual freedom.

Big win for crypto!

The SEC has agreed to drop its lawsuit against Coinbase, pending commissioner approval. This case was a particularly frustrating one for anyone involved in crypto —the SEC had previously reviewed and approved Coinbase’s business model when it went public in 2021 but then sued the company in 2023 without any changes to its operations. The case, which was brought forth under Gary Gensler’s SEC, was pretty obviously politically motivated and a blatant example of the the SEC’s broader anti-crypto agenda.

The crypto industry, especially the larger companies like Coinbase, want clear crypto guidelines and regulations — they want certainty that their businesses could not overnight be the target of overreaching and vague regulation. It must be extremely frustrating to run a business that, at any point, could be the victim of politically motivated regulation. The SEC’s dropping of the lawsuit signals that those days of vagueness are over.

(7) Humanity has THREE lunar landers heading to the moon right now

Christian Keil on X

Video from Firefly Aerospace on X

We are so back. Literally. To the moon. Literally. Like “We are so back to the moon.”

As we speak, three private companies—Intuitive Machines, Firefly Aerospace, and ispace—have lunar landers en route to the moon. Until Intuitive Machines’ Odysseus lander touched down near the lunar south pole a year ago, no American craft had landed on Luna since 1972. 1972! Fifty-three years!

Now, in 2025, two American craft and one Japanese are on their way.

  1. Firefly Aerospace's Blue Ghost mission, launched on January 15, 2025, is part of NASA’s Commercial Lunar Payload Services (CLPS) program, which wants to establish a steady flow of robotic missions to the moon.

  2. Intuitive Machines launched its second lunar lander, IM-2 (Athena) on Wednesday aboard a SpaceX Falcon 9 rocket, heading for a planned landing at Mons Mouton near the moon’s south pole. The lander is mostly carrying equipment use to drill for water ice, some smaller lunar rovers, and some communications equipment. This is also a CLPs program, and along with Firefly, a great example of public<>private<>private partnership between NASA, SpaceX, and Intuitive Machines/Firefly.

  3. Japan’s ispace Resilience lander, which also hitched a SpaceX ride on January 15, 2025, is not part of the CLPS program but has been selected for a future CLPS mission.

Today, the moon. Tomorrow? Mars…which may be showing more signs of life than previously thought.

We’re even brining things back from space. Not Boring Capital portfolio company Varda’s W-2 spacecraft successfully landed at the Kooniba Test Range in Australia, “becoming the first-ever commercial spacecraft to reenter on Australian soil.”

Enjoy this shot of W-2 streaking across the night sky on its way back.

What a beautiful universe we get to explore.


Have a great weekend y’all.

Thanks to HubSpot for sponsoring! We’ll be back in your inbox next week.

Thanks for reading,

Packy + Dan

Weekly Dose of Optimism #132

2025-02-21 21:41:23

Hi friends 👋,

Happy Friday and welcome back to our 132nd Weekly Dose of Optimism. This isn’t a Chocolate Factory, but all this Gene stuff is about to get a lot Wilder. If that makes zero sense to you now, keep reading.1

Let’s get to it.


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(1) Functionally blind man gets sight back after gene therapy

Fergal Bowers for RTE via Irish Friend of the Dose Will O’Brien

A 31-year-old Sligo man who was functionally blind has got his sight back, after being treated with a new gene therapy at the Mater University Hospital in Dublin. He is the first patient to receive the ground-breaking ocular gene therapy treatment 'Luxturna' in Ireland.

Would you look at that!

You know the world is becoming a better place when you have to use like the fifth best joke about a blind person regaining sight to intro a story because you’ve used the other top four jokes already to cover other stories about a blind person regaining sight.

A functionally blind Irish man regained much of his vision after receiving Luxturna, a groundbreaking ocular gene therapy, at Mater University Hospital in Dublin. He had previously suffered from a rare inherited retinal dystrophy for over a decade but experienced significant improvement within weeks of treatment. The procedure involves injecting a modified virus carrying a functional copy of the faulty gene into the retina (which doesn’t sound super pleasant tbh), enabling cells to produce the missing enzyme needed for vision. Professor David Keegan, the lead surgeon, called this a major step in precision medicine, with a national registry now being developed to identify more patients.

I can’t wait to see what happens next.

(2) Rare genetic disorder treated in womb for the first time

Smriti Mallapaty for Nature

A two-and-a-half-year-old girl shows no signs of a rare genetic disorder, after becoming the first person to be treated for the motor-neuron condition while in the womb. The child’s mother took the gene-targeting drug during late pregnancy, and the child continues to take it.

More cool gene therapy stuff.

For the first time, a fetus was successfully treated for spinal muscular atrophy (SMA), a severe genetic disorder that typically leads to fatal motor neuron degeneration in infancy. The child's mother took Risdiplam, a gene-modifying drug, during the final six weeks of pregnancy, and the child has continued treatment post-birth. Now nearly three years old, the child shows no signs of the disease, which is unprecedented for cases this severe. Hell yeah!

This breakthrough suggests that early, in-utero intervention could significantly improve outcomes for SMA, which remains a leading genetic cause of infant mortality. The idea originated from the parents (talk about being good parents!), who had lost a previous child to the disease, and the FDA approved the treatment for this one case (go…FDA?). This is a one-of-one case, but if replicated, this approach could shift how we treat diseases before birth.

(3) Genome modeling and design across all domains of life with Evo 2

From Arc Institute

Evo 2 learns from DNA sequence alone to accurately predict the functional impacts of genetic variation—from noncoding pathogenic mutations to clinically significant BRCA1 variants—without task-specific finetuning. Applying mechanistic interpretability analyses, we reveal that Evo 2 autonomously learns a breadth of biological features, including exon–intron boundaries, transcription factor binding sites, protein structural elements, and prophage genomic regions.

If you think curing blindness and rare genetic disorders in the womb with genetic therapy is crazy, then oh baby, you better strap the fuck in, because the next decade is going to be wild.

Evo 2 is a new AI model from a team at the Arc Institute that learns the “language” of DNA, allowing it to predict the effect of mutations, design new sequences, and influence gene expression.

The model is trained on 9.3 trillion DNA base pairs across all domains of life. It predicts whether mutations are harmful or benign without specific training on human disease data, outperforming specialized models and accurately handling noncoding mutations—suggesting it has internalized DNA’s fundamental principles. That’s right: Evo 2 has learned the core rules of DNA on its own, allowing it to predict genetic effects across all life forms without being specifically trained on human disease data.

Evo 2 can create entire DNA sequences, like those for mitochondria and bacteria, in a way that looks natural. It can also control how genes are turned on or off by influencing DNA structure. As a test, researchers used it to encode Morse code into DNA, showing its potential for designing custom genetic systems.

One more time for those in the back: like God and/or evolution, Evo 2 can create entire DNA sequences.

Better yet, Evo 2 is fully open-source, making genome design more accessible and increasing the pace of innovation in bioengineering. In the future, we won’t just study biology, we’ll code it.

(4) Accelerating scientific breakthroughs with an AI co-scientist

Juraj Gottweis, Google Fellow, and Vivek Natarajan, Research Lead

We introduce AI co-scientist, a multi-agent AI system built with Gemini 2.0 as a virtual scientific collaborator to help scientists generate novel hypotheses and research proposals, and to accelerate the clock speed of scientific and biomedical discoveries.

If it wasn’t yet abundantly clear already, the pace of scientific research and discovery is about to absolutely take off. To that end, this week Google introduced AI co-scientist, a multi-agent system designed to assist researchers by generating novel hypotheses, research plans, and experimental protocols.

This isn’t just a powerful LLM that churns through existing research and summarizes the literature. AI co-scientist mimics the scientific method, using specialized agents to iteratively refine ideas and improve output quality, allowing it to generate novel research ideas. It operates like a scientist: self-critique, ranking, feedback loops. And not just any scientist, a successful scientist.

So far, early testing has shown promising results in biomedical research, things like drug repurposing and disease targeting discovery. It has also demonstrated the ability to rediscover novel mechanisms in antimicrobial resistance, validating its potential as a scientific collaborator. Meaning, AI co-scientist came to a similar conclusion as human researchers, but without exposure to their unpublished work. It scientific method-ed its way to the same conclusion.

If AGI looks something like automated expert level and breakthrough research, then boy, AGI feels closer and closer. What a great time to be a human.

(5) Interferometric single-shot parity measurement in InAs–Al hybrid devices

From Microsoft Azure Quantum (explain in NYT here)

We implement a single-shot interferometric measurement of fermion parity in indium arsenide–aluminium heterostructures with a gate-defined superconducting nanowire…The large capacitance shift and long poisoning time enable a parity measurement with an assignment error probability of 1%.

The four states of primary matter: solid, liquid, gas, and topological qubit.

That’s according to new research out of Microsoft, which claims to have developed this new physical state that can be harnessed to power quantum computing. A topological qubit is a special kind of qubit that stores information in the way certain particles move and interact, making it much more stable and resistant to errors than regular qubits. There’s that error reduction bit again. Any time you read about advancements in quantum computing, it generally is about some novel way of error reduction.

So what exactly did Microsoft do? The team developed a device that can measure the state of special particles called Majorana Zero Modes (MZMs). MZMs are special quantum particles that act as their own antimatter and can store quantum information in a way that makes them resistant to errors. Using a superconducting nanowire and quantum capacitance measurements, they detected these states quickly and with high accuracy—making errors only 1% of the time. The measured states remained stable for over a millisecond, long enough to be useful for computation.

Anyway you cut it, this research is a pretty big advancement on the road towards useful quantum computing. That said, there is still some skepticism around whether the observed signals truly come from MZMs in a topological phase or from more conventional quantum states that mimic their behavior. Without that definitive proof that these are genuine MZMs, it’s still a breakthrough but the path towards scalable useful quantum is way less clear.

Microsoft CEO Satya Nadella went on Dwarkesh to talk about his company’s quantum breakthrough, AI video game creation, and path to smarter and smarter machines.

The whole thing is worth a watch, but the part we agree with most is Satya’s assertion that you shouldn’t believe AGI is here when any lab tells you it is, but when GDP starts growing at 10% a year. Again - just a really great time to be a human.

(6) Big Week for the Robots, Too

Packy here. Not only are we adding a sixth story, but it’s a two-for-one. Massive week. We didn’t even mention Grok 3, which is very cool but not cool enough to make the cut. But we would be remiss if we didn’t mention the robots.

On Thursday, the Polish company Clone released a video of its very human / Westworld looking Protoclone hanging in midair and twitching to a dark cinematic track by Ludwig Göransson, which was creepy but still pretty amazing, especially given that PitchBook says Clone has only raised $7.1 million, which at least we can agree to put to rest once and for all the joke that Polish people are stupid, right?

On the other end of the funding spectrum, Figure, which is rumored to be raising $1.5 billion at a $38 billion pre-money valuation (I would not be described as the most valuation sensitive investor in the world and I think Tech is Going to Get Much Bigger than people expect, including humanoid robots eventually, but that valuation beggars even my formidable belief) released a mindblowing video of two of its Figures running on its new Helix Vision-Language-Action model.

Once again, a bit creepy watching them communicate without verbally communicating (robots talking to each other would be skeuomorphic and inefficient, for our comfort only, but its absence is certainly discomforting). BUT watching the one Figure hand the bag of cheese to the other Figure was one of those moments that makes you realize “Oh, shit, the future is going to be even more different than I expected because while it makes total sense, I’d just never pictured multiple robots working with each other.”

All of this — the AI breakthroughs, the robots — can seem a little bit scary from the perspective of a human. But personally, I hate diseases and I don’t particularly like putting away my groceries, and I for one welcome our robot underlings.

BONUS: Packy on Sourcery with Molly O’Shea

Packy went on Molly O’Shea’s podcast Sourcery last week. They covered a bunch — scaling the newsletter, his approach to writing, and the types of companies that most interest him today. Give the pod a listen, or if Packy is not your cup of tea, then at least check out Molly’s work and give her a follow.


Have a great weekend y’all.

Thanks to Cache for sponsoring! We’ll be back in your inbox next week.

Thanks for reading,

Packy + Dan

1

PM Writes: This makes zero sense to me.

Who is Larry Ellison?

2025-02-20 21:51:39

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Hi friends 👋,

Happy Thursday!

Over the past month, a name I bucket as part of tech's legacy keeps coming up in discussions about its future.

Larry Ellison is the richest tech person we know the least about. You know who Elon impregnated, what the Latin on Zuck’s shirt means in English, and whose bosom graces the bow of Bezos’ boat, but you might not even know what Ellison’s company, Oracle, actually does.

I know someone who knows.1

As soon as I saw Larry Ellison at the center of Stargate, my mind went back to a conversation with Chroma co-founder and my erstwhile Anton Teaches Packy AI co-host Anton Troynikov in his San Francisco office two years ago. He was right in the middle of everything at the dawn of the AI Age, so I asked him what was exciting him the most, of all of the incredibly exciting AI things to be excited by.

“Business Process Automation,” Anton replied. “Have you read Softwar?”

So I DM’ed Anton and asked him to answer a question that’s been on my mind: “How the heck is Larry Ellison still relevant?” Normally, we ask “Why now?” Today, we ask, “How, now?!”

Note: read the footnotes.

Let’s get to it.


Who is Larry Ellison?

A Guest Post by Anton Troynikov

On the first full day of Donald Trump’s second presidency, the returning President assembled three men in the Oval Office for the announcement of a $500 billion plan to ensure America’s AI supremacy: The Stargate Project.

Two, Masa and Sama, were exactly two of the men you’d expect. The third was Larry Ellison.

Trump, Masa, Ellison, and Altman; Photo by Getty Images

Trump introduced Ellison as “the CEO of Everything,” which sounds like an instance of the hyperbolic tendency that the two men share, but is directionally true. The 80-year old2 once again finds himself back at the center of the future. Or, rather, has put himself back in the center of the future.

Ellison’s Oracle (Oracle Corp, NYSE: ORCL) is a 48 year old, 500 billion dollar company, which appeared seemingly out of nowhere to become one of the four players behind the biggest AI investment of the decade.

In 2024, Oracle’s stock rose over 50%, beating Amazon (+17%), Apple (+18%), Google (+7%), and Microsoft (+9%). Ellison, the company’s founder and still its CTO, is the 4th richest man in the world.

And he just keeps showing up in the middle of everything.

Last summer, Ellison’s son, David, took over Paramount through a merger with his company, Sundance, made possible in large part by a $6 billion contribution by Ellison père.

In November, America’s top-ranked quarterback recruit, Bryce Underwood, flipped his commitment from LSU to Michigan. Ellison, whose 5th wife Jolin is a Michigan grad, picked up the check.

In January, the same week Stargate was announced, when President Trump was figuring out how to keep TikTok running in America under American ownership, rumors swirled that Oracle was his preferred buyer. Which makes sense, because all the kids love the Oracle Suite of Products.

Oracle Products

What gives?

The last time most people in tech heard about Oracle was when they sued Google over the Java API in 2010, which eventually led to a US Supreme Court decision which determined that implementing an API constitutes fair use.

This kind of jockeying over IP, especially in the mid-2010’s when open source, open standards, and open platforms were all the rage, cemented Oracle’s (not entirely undeserved) reputation as a company more interested in litigation and vendor lock-in than innovation.

Indeed, by the 2010’s Oracle looked to be losing. After leading the way in enterprise databases and integrated software for years, competing fiercely for market share, Oracle missed three successive waves in computing: the internet, mobile, and finally, the cloud.

While Oracle was able to continue earning money from its extensive enterprise and government contracts which were locked in for years, and was able to hang on to relevance by using its distributional advantage with its existing customers to ship Oracle versions of emerging platforms and software, by 2016 things looked pretty grim. Oracle had ceded much of cloud to AWS, and Microsoft had started to muscle in with its own customer relationships to Fortune 500s and governments.

While still a titan, Oracle’s lack of innovation seemed to predict a steady slide into irrelevance. Yet over the last few years, the company has made a stunning comeback, somehow indispensable to the biggest players.

The straightforward business reason is that Oracle effectively positioned itself through massive investment in GPU datacenters to become one of the go-to players for training large language models, especially among its government and large enterprise customer base. The early miss on cloud also turned out to be an advantage, as AWS, Microsoft, and Google chose Oracle as a neutral service provider to help run their AI-focused datacenters.3

Given the enormous investments in AI being made across the board, Oracle’s positioning has allowed it to capture a lot of value doing what it does best; large, long-term sales and services contracts with big players. The 90’s are back.

But the straightforward business reason is narratively boring. Instead, it’s much more interesting to understand Oracle as an extension of Larry Ellison’s will.


So who is Larry Ellison? Despite increasing public interest (for various reasons) in the emerging class of powerful tech billionaires, Lawrence Joseph Ellison seems to remain relatively quiet. Reportedly a close friend and mentor to Elon Musk, the 80 year old Ellison has led a colorful life, though has lately stayed out of the media spotlight.

To the extent that Oracle is an extension of Ellison’s will, Oracle’s fortunes reflect his leadership. My favorite history of the company, “Softwar”, gives the impression that the lifecycle of Oracle has gone as follows:

  1. Larry Ellison has an insight which leads to a breakthrough initiative which has the potential to reposition Oracle to the forefront of the industry, completely bypassing the competition.

  2. It works.

  3. Larry Ellison checks out to go sailing or play tennis or something for like a year.

  4. Oracle gets into trouble. New entrants and existing competitors are eating away at its market share, and Oracle is losing head-to-head.4

  5. GOTO 1.

For example, in the early 90s, Oracle faced stiff competition from several fast-growing software companies. At the time, enterprise software was heavily customized by the end-user, and third party integrators who would munge together several ‘best of breed’ packages to create frankenstinian hodge-podges of software, one solution per organizational function or process. It was a nightmare for everyone but the vendors and integrators, who made money either way.

Rather than competing on features, or cost, or attempting to create more best-of-breed products, or pay ever fatter sales commissions which ate away margins, Ellison chose to tell his customers that they were doing it wrong.5 Software shouldn’t be built to fit business processes, he said, business processes must adapt to software. Vertically integrated platforms were the future.6

Getting everything from one vendor meant you didn’t need customization or integration, things would just work. Yes, it meant changing the way you were used to doing things, but that’s what it took to get the most out of software. It just so happened that the vendor investing the most into this vertical strategy was Oracle. The move to vertically integrated platforms locked in Oracle’s distributional advantage for another decade.7 Between 1990 and 2001, Oracle’s revenue went from $196M to $10 billion.

Tacking before competitors may have come naturally to Ellison, a lifelong sailing enthusiast. In the 2010 America’s Cup, Oracle-sponsored USA-17 defeated Swiss Alinghi 5. This gave the winning team the right to decide the class of boat for the 2013. Making an already expensive and dangerous sport far more expensive, and far more dangerous, Team Oracle chose wingsail catamarans, with hydrofoils.

These boats could literally sail faster than the wind. The change was far from incremental; sailing teams were pushed to their absolute limit in terms of cost and training. A crew member from Artemis Racing died during a training run. Team Oracle USA went on to win the 2013 America’s Cup. (Fun fact: I watched them do it from the Presidio, and it was incredible to behold).8

caption...

Even Softwar itself says more about Ellison than just what’s in the content of the text itself. It’s the only biography or business history I’ve ever read where the subject inserted his own footnotes,9 many of which contradict the author. For example:

Author:

Ellison ‘showed up in shorts and a pink tank top, holding a glass of carrot juice,' recalls former Oracle vice president Mark Barrenechea of his first meeting with the man.

Ellison Footnote:

LE writes: I met Mark out on my deck just as I arrived back home from the gym. I was wearing a black cotton tank top with a Sayonara logo on it. I have never owned, nor would I ever wear, a pink tank top. This is very important.

One can only imagine the kind of ruthless negotiation over completely non-standard terms in publishing that Ellison must have conducted.

Larry Ellison is out to win, in a way that goes beyond playing the game on the field. When Ellison is threatened with falling behind, he changes the rules to turn weakness into strength. When he’s ahead, he changes the rules to put himself even further ahead.10 11

Oracle seemed to ‘come out of nowhere’ because Ellison saw how to pivot a miss in cloud into a winning position in the next computing wave, AI. Now Oracle finds itself exactly where it's most comfortable: selling expensive, long-term contracts to big enterprises and governments. The 90s are indeed back, and Larry Ellison wrote the playbook.

Ellison took a losing position, pivoted, caught up, and made it look like that’s what he meant to do all along. So when Trump introduced Ellison as 'the CEO of Everything' in the Oval Office, it wasn't hyperbole. It was recognition that once again, Larry Ellison had changed the rules of the game until they benefited Larry Ellison.

The only surprise is that we're still surprised.


Thanks to Anton for teaching me once again. Go follow him on X. And thanks to Rox for supporting Not Boring. Go get your sellers an Agent Swarm.


That’s all for today. We’ll be back in your inbox tomorrow with a jam-packed Weekly Dose.

Thanks for reading,

Packy

1

AT writes: Oracle is best known for its Database software, which runs a lot of Fortune 500, large enterprise, and government workloads. In 1977 Oracle was founded to commercialize the relational database (at the time, databases were mostly custom-built for a given application, and hierarchical / ontological). Ironically, the relational database was invented by researchers at IBM, making Microsoft only the second time IBM failed to capture enormous value creation from a technology they invented. They also make enterprise applications (CRM, ERP, HCM and other very ‘enterprise’ acronyms) which work with their database, cloud version of those applications, cloud compute infra which runs those applications, servers, storage systems, and other hardware to run the software and infra, and consulting to charge money for making it all work together for your business.

2

PM writes: Ellison was born on the exact same day – August 17, 1944 – as the Liberation of Saint-Malo depicted in the book and movie All the Light We Cannot See.

3

PM writes: This is true. Because Oracle wasn’t seen as a threat to the core cloud businesses of the Big 3, they were willing to partner with OCI (Oracle Cloud Infrastructure) to give customers access to more GPUs. Enterprises could run AI workloads on Oracle’s high-performance GPU infrastructure while still keeping their core cloud operations within AWS, Azure, or Google. As one example, Microsoft and Oracle announced an expanded cloud partnership in 2023 that deeply integrated OCI into Azure, allowing joint customers to access Oracle’s AI infrastructure while using Azure as their primary cloud.

4

PM writes: It’s wild how often Oracle screwed up and recovered. It feels like half the footnotes in Softwar are “yeah that was one of the most costly mistakes I [Ellison] ever made.”

5

PM writes: This was after Ellison let his lieutenants convince him that Oracle, too, should be in the best-of-breed integration business (after its foray into building all of its own applications failed the first time). It was a disaster. Ellison about-faced, and in an almost Chamath-like way completely memory holed his fuck up and told everyone that the way he had just been doing things, which is the way they were still doing things BECAUSE ELLISON TOLD THEM TO, was totally wrong.

6

PM writes: Love me some vertical integration… and synchronicities. The day Anton sent me a draft of this piece, my Readwise surfaced a highlight from Softwar, which I read five years ago, in which Ellison says: “If Detroit ran like Silicon Valley, nobody would sell cars—just parts. Customers would have to figure out which were the ‘best parts’ — a Honda engine, a Ford transmission, a BMW chassis, GM electrical system — and buy them and try to assemble them into a working car. Good luck. I know it sounds crazy, but that’s how companies put together business systems today.”

7

PM writes: Ellison is a lot of things, but he’s not dumb. Softwar, again: “If that was a stroke of luck for Oracle, what wasn’t was Ellison’s decision, to the horror of many colleagues and customers, to abandon all further development of client/server-based applications and concentrate the firm’s entire engineering effort on building for the new computing architecture of the Internet. While rivals in the apps business, such as the German powerhouse SAP and PeopleSoft, talked up the Internet and put a web front-end on some of their products, Ellison went much further. Oracle was the first established software firm to risk everything on the new paradigm. His rationale was simple: Oracle could never hope to be number one in enterprise applications as long as client/server prevailed—it was fated always to play second fiddle to SAP, whose strength in the enterprise apps market almost matched Oracle’s dominance in databases. By getting to the Internet first, assuming that the software could be made to work, Ellison would force Oracle’s competitors to become followers, gaining vital time-to-market over them.”

8

PM writes: We really should not be surprised at Ellison’s current comeback. His Oracle Team USA came back from an 8-1 deficit in the best of 17 series against Emirates Team New Zealand. Best of 17 is the same thing as “first to 9.” ETNZ only had to win one more race. OTUSA had to win eight straight. OTUSA won eight straight. It was One of the Greatest Comebacks in Sports History. What the team figured out mid-way was how to foil upwind - essentially to be able to lift out of the water even when sailing against the wind, which meant reduced drag and much faster speeds. ETNZ couldn’t adapt because they had designed their boat and strategy around downwind foiling, which was their innovation and what allowed them to jump out to that 8-1 lead. Fucking Larry Ellison, once again, figured out how to take advantage of a competitor’s early lead and use it against them. Counter-positioning on the water or something. Unbelievable. He’s better when he’s behind.

9

PM writes: you see what we did there?

10

PM writes: No joke, just last week my Perplexity app sent me a notification: “Ellison Calls for Governments to Unify Data.” At the World Governments Summit in Dubai last week, he called for governments to consolidate all national data into unified platforms for artificial intelligence consumption. Coincidentally, platforms for unified data are exactly the kind of thing Oracle might be able to provide! HE’S TRYING TO CHANGE THE RULES TO BENEFIT ORACLE AGAIN. HE CAN’T KEEP GETTING AWAY WITH THIS!

11

LE writes (I imagine): Yes I can. Watch me.