Ideas on science, technology, finance and the human condition.
By Lux Capital
The stove hasn’t changed in decades. It’s time to upgrade.
Home appliances are some of our most used and time-saving technologies, but they have barely evolved since their invention. A “smart” movement from major manufacturers tried to upgrade them with random tech features over the past decade, only to frustrate consumers with random crashes and mandatory web updates for a fridge. It was the nadir of user-friendly design and an embarrassing example of tech for tech’s sake.
Impulse Labs wants to improve this miserable status quo. Funded by Lux, Impulse is rethinking appliances from the foundations up, evolving the experience of home appliances for the twenty-first century. What if our stoves could boil water all but instantly? What if we could perfectly and effortlessly cook a steak — every single time. And what if we could do all this while transforming the power grid and the availability of decentralized electricity for ourselves and our neighbors?
That’s just part of the vision of Impulse Labs founder and CEO Sam D’Amico. Sam and host Danny Crichton talk about hardware product design, consumer marketing, what it takes to build the right supply chains as well as standing out during the chaos that is CES in Las Vegas.
2/2/2024 • 28 minutes, 26 seconds
Astronauts all lie, but the biggest lie is that we will colonize Mars (Zach Weinersmith, Part 1 of 2)
Colonizing Mars has gone from the speculative fiction section of the bookstore right into the halls of Congress. Entrepreneurs led by Elon Musk have made “Occupy Mars” a tagline, and companies the Earth over are exploring the logistics of settling humans across the Moon and Mars. But what’s the true viability of a Mars settlement plan? Do we have the technology and legal systems in place to make this one-time fiction a reality?
Popular cartoonist and author, Zach Weinersmith, wrote “A City On Mars” alongside his wife Kelly Weinersmith to explore that very question. Starting with an optimistic lens, they eventually conceded in the book that the project is one of extraordinary difficulty and are pessimistic at its chances. “A City On Mars” won a slew of best-of awards in 2023 for its delightfully engaging and humorous breakdown of complex physical and biological topics.
In this first part of a two-part series, host Danny Crichton and Lux’s scientist in residence Sam Arbesman discuss with Zach the biological and psychological challenges of inter-planetary settlement and why every astronaut lies about their health in outer space. We also explore the challenges of reproduction in space, and what a second generation of settlers might have to endure in the far reaches of our solar system.
Music composed by https://www.georgeko.co/
"Securities" is produced and edited
1/24/2024 • 26 minutes, 9 seconds
Why a Mars settlement could never be a libertarian paradise (Zach Weinersmith, Part 2 of 2)
The current drive for a Mars colony revolves around two central axes: one is a fear of existential risk and the other is a search for existentialism. On the former, philosophers and probabilists remain deeply concerned about humanity’s Achilles heel: that our entire existence depends on the sustenance of a single blue dot in the Milky Way. Humanity’s fate is fundamentally tied to this single rock, which gives little redundancy from an asteroid strike, nuclear winter, or pandemic.
At the same time, many entrepreneurs hear a rallying cry when they think about a Mars colony, arguing that a bold and long-term project is precisely what is needed to galvanize humanity to work together, overlook our internecine differences and find transcendence amidst the celestial cosmos. Even if outside our lifetime, a drive toward a space colony could be an existentialism that offers meaning and sustenance to our lives.
In this second and final episode, Zack Weinersmith, who along with his wife Kelly Weinersmith are the authorial duo of A City on Mars, join host Danny Crichton and Lux’s scientist-in-residence Sam Arbesman to talk more about their negative prognostication for a Mars colony. Taking a more optimistic view, we also talk with Zach about what we should be doing to prep for a colony, including collecting more laboratory data and expanding science’s understanding of life under microgravity conditions.
1/24/2024 • 25 minutes, 5 seconds
How Impulse Space’s Helios will democratize access to Earth’s farthest orbits
The cost of launching a payload into low-earth orbit has shrunk dramatically over the past two decades as SpaceX has aggressively expanded its capability to repeatedly launch payloads into orbit at cheap cost. But accessing orbits farther away from Earth, such as Medium Earth orbit (MEO) and Geostationary orbit (GEO), remain expensive endeavors.
Lux’s portfolio company Impulse Space, which is building the next generation of rocket propulsion for space, unveiled the design specs of its new high performance kick stage vehicle Helios today. The vehicle will allow operators to move objects like satellites from Low Earth orbit to orbits farther away at just a fraction of today’s costs, and it’s coming soon in 2026.
I talked with Impulse Space’s CEO and founder Tom Mueller about Helios, as well as the growing concerns over space junk, a recent satellite emergency over Christmas, the television show The Expanse, space traffic control and what it means to move things in space and bring them back home.
1/17/2024 • 15 minutes, 55 seconds
Why Tokyo’s Sakana AI is pioneering a new vanguard of national AI foundation models
Lux announced big news today: we are leading a $30 million founding seed round into Sakana AI, a Tokyo, Japan-based AI research laboratory that uses evolutionary methods, collective intelligence and character-level training to radically accelerate the training and development of nature-inspired AI foundation models. It’s a marquee check for Lux into the Asia-Pacific region, and represents the continuing democratization of the frontiers of computer science to all regions of the world, a trend we’ve championed for years now.
I, your host Danny Crichton, wanted to spend some time on the economic and technological milieu that is changing the face of startups and entrepreneurship globally in 2024. In this episode, I walk through three themes that are driving Lux’s interest in Sakana AI and other companies, including the rise of national and indigenous AI foundation models, the return of Japan’s dynamic economy after decades of stagnation, and the broader ambitions of the Asia-Pacific region as China recedes from the minds of international investors in the midst of President Xi Jinping’s crackdown on private entrepreneurship.
Music composed by https://www.georgeko.co/
"Securities" is produced and edited by Chris Gates
1/16/2024 • 9 minutes, 48 seconds
WTF Happened in AI in 2023?
Hey, it's Danny Crichton. 2023 was an incredibly busy year, and nowhere was there more fervent attention than on artificial intelligence. OpenAI launched ChatGPT at the very end of 2022, and its implications found purchase this year among more than one hundred million users and the regulators who serve them. Those product developments don't even get into the crazy governance crisis at OpenAI a few weeks ago, which saw Sam Altman and then the board of directors toppled in a story that likely outshone the collapse of Silicon Valley Bank as the most important tech crisis of the year.
Billions of dollars of venture capital flowed into the AI space, with investors funding everything from data infrastructure and better model training to the applications that are already beginning to transform industries across the world. Governments have moved with alacrity to regulate this new technology, but progress is unabated and unstoppable.
The "Securities" podcast has aggressively covered these developments throughout 2023, with interviews with more than a dozen experts in all facets of this new technology, from the corporate executives building these products and the generals using these new features for American defense, to the critics who caustically analyze AI's supposed truthful implications and the philosophers debating the theory of mind and consciousness of these systems.
So as the final episode of the podcast this year, I wanted to connect all of these separate discourses around artificial intelligence together into one cohesive package. We clipped nine of the best segments from episodes across 2023 — special thanks to our producer Chris Gates on finding these treasures. A retrospective, an incitement to innovation, a warning — it's all here, so let's get started.
This episode was produced, recorded and edited by Chris Gates
Music by George Ko
12/21/2023 • 44 minutes, 26 seconds
Eliot Peper's new novel 'Foundry' and the Future
In a world where science fiction often paints a pessimistic picture of dystopian futures and critiques of modern technology, novelist Eliot Peper stands out with his latest work, "Foundry." a thrilling exploration of the geopolitical intricacies of semiconductor manufacturing. In this episode of the "Securities" podcast, host Danny Crichton engages with Peper to discuss this engaging spy thriller, which goes beyond the surface to delve into how the tiny chips powering our phones and computers play a central role in 21st-century global politics. This book, Peper's 11th, began with a dream and unfolded line by line, leading to an unexpected journey through the complex realities of technological advancements and their impact on world affairs. "Foundry" is more than just a story; it's an invitation to ponder the unseen forces shaping our civilization.
While semiconductors are a key topic, the conversation goes deeper, examining why Eliot continues to weave narratives in speculative fiction amidst a tech industry often bogged down by the weight of relentless pessimism.
12/15/2023 • 40 minutes, 31 seconds
Erik Hoel (part 2): Dreaming, AI, and the Future of Education
Ever wonder if your dreams were more than just dreams? Dive into an intriguing conversation with Erik Hoel on our latest “Securities” podcast with host Danny Crichton, as we explore the unexpected link between AI, neuroscience, and the enigmatic world of dreams.
What if dreams are our brain's way of preventing cognitive overfitting, much like synthetic datasets in machine learning? Could dreams be the human equivalent of synthetic data?
This episode doesn't just stop at dreams. We end the conversation with a discussion of Erik’s essay “Why we stopped making Einsteins” delves into the intriguing question of why, despite the widespread availability of knowledge through the internet, there hasn't been a noticeable surge in the emergence of geniuses or a new golden age of intellectualism. Hoel argues that the decline in the production of geniuses, or world-historic figures, is closely tied to changes in education, particularly the decline in personalized, one-on-one tutoring.
Could AI be the revival in one-on-one tutoring that we need to unlock genius?
With engaging insights from guests Josh Wolfe and Samuel Arbesman. Don't miss this captivating episode that merges the mysterious with the scientific, offering a fresh perspective on the wonders of the human mind and the future of AI. Tune in and be part of a discussion that's reshaping our understanding of consciousness.
12/13/2023 • 24 minutes, 19 seconds
The Consciousness Winter with Erik Hoel
In this episode of the "Securities" podcast, host Danny Crichton leads a discussion on consciousness with guests Erik Hoel, Josh Wolfe, and Samuel Arbesman. They dive into "The Consciousness Winter," comparing it to the AI winter in artificial intelligence. This concept highlights how consciousness studies were once sidelined but have since seen a revival. The conversation covers various theories, including Integrated Information Theory (IIT), and the importance of a mathematical approach to understanding consciousness.
12/8/2023 • 35 minutes, 2 seconds
Techno-Pragmatism: Looking Beyond Blind Optimism and Hopeless Pessimism
Welcome to "Securities," a podcast and newsletter about science, technology, finance, and the human condition.
In this episode, Danny Crichton and Josh Wolfe discuss themes from Lux Capital's Quarterly Letter, where techno-optimism collides with the despair of techno-pessimism.
The conversation dives into the paradoxes of AI, oscillating between its awe-inspiring potential in transforming healthcare and education and the looming existential threats it poses. Danny and Josh dissect the complexities of AI, debating whether it's a Pandora's box leading humanity towards an unstoppable dystopian future or a beacon of hope promising unprecedented societal benefits.
They also look at the critical role of error correction and criticism in the advancement of technology, advocating for a pragmatic middle ground in a world polarized between blind optimism and hopeless pessimism. The duo explores the necessity of competitive open systems in fostering innovation, warning against the dangers of AI monopolies.
Josh sheds light on the concept of instrumental objectivity, emphasizing the urgent need for realism and pragmatism in technological and societal progress. They argue that while we aim for lofty future goals, the focus should remain on developing practical tools and instruments in the present.
It's a must-listen for anyone interested in the future of AI, the role of innovation in society, and the fine line between utopian dreams and apocalyptic realities.
12/1/2023 • 31 minutes, 15 seconds
AI: Disruption, Regulation, and the Road Ahead
In this episode of “Securities” by Lux Capital, host Danny Crichton joins guests Brian McCullough, host of the Techmeme Ride Home podcast and General Partner at the Ride Home Fund; Shahin Farshchi, General Partner at Lux Capital; and Matthew Lynley, founder and writer of the Supervised newsletter to discuss regulation and competition in AI, questioning whether open-source or proprietary AI will dominate the future. With discussions ranging from the impact of large language models to AI’s encroachment on government agendas, this episode touches upon the battles shaping AI’s future. Are we on the brink of an AI utopia or a dystopia? This episode is a crucial listen for anyone wanting a snapshot of AI’s as it stands today.
11/17/2023 • 35 minutes, 29 seconds
Navigating the Crossroads: Technology, Democracy, and National Security with Miles Taylor
Welcome to this enlightening episode of "Securities” Podcast with host Danny Crichton, where we navigate the intricate crossroads of technology, national security, and democracy. Our guest today is Miles Taylor, the author of "Blowback: A Warning to Save Democracy from the Next Trump."
In this episode, we delve deep into the challenges and complexities of modern governance, the shifting landscape of national security threats, and the role of technology in shaping our society. We explore the impact of generative AI on the creative class and ponder the future of democracy in an increasingly digital world.
Join us for a thought-provoking discussion that will leave you questioning the trajectory of the United States, its people, and where things are headed in this age of rapid technological advancement.
9/15/2023 • 47 minutes, 39 seconds
Lt. Gen. Jack Shanahan on rebuilding trust between Silicon Valley and the Pentagon
As the birthplace of semiconductors and computers, Silicon Valley has historically been a major center of the defense industry. That changed with the Vietnam War, when antiwar protesters burned down computing centers at multiple universities to oppose the effort in Southeast Asia, as well as the rise of countercultural entrepreneurs who largely determined the direction of the internet age.
Today, there are once again growing ties between tech companies and the Pentagon as the need for more sophisticated AI tools for defense becomes paramount. But as controversies like Google’s launch of Project Maven attest, there remains a wide chasm of distrust between many software engineers and the Pentagon’s goals for a robust defense of the American homeland.
In this episode of “Securities”, host Danny Crichton and Lux founder and managing partner Josh Wolfe sit down with retired lieutenant general Jack Shanahan to talk about rebuilding the trust needed between these two sides. Before retirement, Shanahan was the inaugural director of the Pentagon’s Joint Artificial Intelligence Center, a hub for connecting frontier AI tech into all aspects of the Defense Department’s operations.
We talk about the case of Project Maven and its longer-term implications, the ethical issues that lie at the heart of AI technologies in war and defense, as well as some of the lessons learned from Russia’s invasion of Ukraine the past year.
8/30/2023 • 42 minutes, 6 seconds
Simulating Evolution: Playing God or the Next Frontier?
Artificial life, aka “A-life”, is an intellectually vital field simulating life within computational systems. By allowing simulations to run uninterrupted for extended periods, researchers can observe emergent behaviors, patterns, and even evolutionary trajectories. What's particularly intriguing is that these artificial systems often exhibit behaviors and patterns reminiscent of natural life, reinforcing that certain principles of life and evolution might be universal, whether in a biological context or a digital one.
In this episode of "Securities," host Danny Crichton is joined by Lux scientist-in-residence Sam Arbesman and special guest Olaf Witkowski, who is the director of research at Cross Labs and the current president of the International Society for Artificial Life.
Among many topics, the three of them discuss cellular automata, the origins of evolution, and the open-endedness of A-life.
8/18/2023 • 44 minutes, 15 seconds
How many creators will survive generative AI?
Think AI can't touch the creative world? Think again. Writers,
directors, illustrators - none are safe. AI models, despite their
glaring flaws, are on the verge of rendering the vast majority of
'creative' work obsolete. The digital age has already flooded the market
with so-called 'creatives', and now AI threatens to wash the least
original of them away. We're about to witness the dismantling of
creative pathways and the death of apprenticeships. So, where does that
leave the next generation of creatives?
Video based on an essay by Danny Crichton
Our YouTube Ch
Lux Capital
Music composed by George Ko
Video shot, edited and produced by Chris Gates:
Thumb image photography by MJP
8/15/2023 • 5 minutes, 51 seconds
We need to go deeper with the inception of deep geothermal energy
Historians survey the past and the Twitterati (X-erati?) process the events of the present day. But what does it mean to search the future for clues of what’s to come — and how much longer will we have to wait for it?
In this episode of “Securities”, Danny Crichton welcomes Lawrence Lundy-Bryan, research partner at Lunar Ventures and the publisher of “State of the Future”, a Deep Tech Tracker whose distinguishing feature is its extraordinarily wide remit to investigate the interstices of science and technology and find the morsels of innovative goodness that will power the planet in the years ahead. Also joining is Lux Capital’s own scientist-in-residence Sam Arbesman, who is certainly no stranger to the crazy ideas straddling science fiction and science fact.
Lawrence shares his unique approach to identifying and evaluating emerging technologies such as deep geothermal energy. We then pivot to exploring Lawrence’s approach of finding the future through the methodology of “horizontal scanning.” What’s to come? Listen and find out.
8/4/2023 • 35 minutes, 26 seconds
The Science of Survival: Adapting Human Life for Other Planets
Welcome to "Securities," a podcast and newsletter devoted to science, technology, finance, and the human condition. In this episode, Josh Wolfe and Danny Crichton bring science fiction into science fact with our guest, Christopher Mason, a geneticist and computational biologist who has been a principal investigator of 11 NASA missions and projects.
Mason, a professor of genomics, physiology and biophysics at Weill Cornell Medicine, discusses his book, "The Next 500 Years: Engineering Life to Reach New Worlds." The book explores the concept of protecting humanity from inevitable extinction by venturing to other planets. While most focus on the technologies to deliver us to these places, Mason takes a different angle, focusing on the biological adaptations necessary for humans to survive in space.
Mason discusses the need for both physical engineering and biological engineering in space travel. He highlights the importance of understanding and potentially engineering our microbiome for space travel, given its significant role in our health and digestion. He also discusses the potential of gene editing, using the example of the vitamin C gene, which we could potentially reactivate to allow humans to auto-synthesize vitamin C.
The conversation also covers the physical changes experienced by astronaut Scott Kelly during his time on the International Space Station and the implications of these changes for future space travel. Mason discusses the potential of engineering the perfect space specimen, considering factors such as gravity, radiation, and circadian rhythms.
7/28/2023 • 38 minutes, 36 seconds
The p-zombie theory of consciousness
The rise of generative AI and large-language models (LLMs) have forced computer scientists and philosophers to ask a fundamental question: what is the definition of intelligence and consciousness? Are they the same or different? When we input words into a chatbot, are we seeing the early inklings of a general intelligence or merely the rudiments of a really good statistical parrot?
These are modern questions, but also ones that have been addressed by philosophers and novelists for years, as well as the occasional philosopher-novelist. One of those rare breed is the subject of this week’s “Securities”, specifically the novel Blindsight, the first of two books in the Firefall series written by Peter Watts back in 2008. It’s a wild ride of dozens of ideas, some of which we’ll talk about today. Spoilers abound so caveat emptor.
Joining Danny Crichton is Lux’s own scientist-in-residence Sam Arbesman as well as Gordon Brander, who runs the company Subconcious, which is building tools of thought such as Noosphere, which is a decentralized network of your notes backed by IPFS, as well as Subconscious, which is a social network built around those notes that allows you to think together with others. Think of it as a multiplayer version of Roam.
We talk about a bunch of concepts today, from the distinction between consciousness and intelligence, Searle’s Chinese Room, the Scrambler consciousness test, whether consciousness is necessary for intelligence, and then for fun, a look at intelligence and the Large Language Models that have sprung up in generative AI. Approachable, but bold – just as Watts approaches his works.
"Securities" podcast is produced, recorded, and edited by Chris Gates
7/14/2023 • 41 minutes, 57 seconds
Fertility Rules from wildfire sperm death and microplastics to the potential of AI w/ Leslie Schrock
The birds and the bees just don’t cut it anymore. With the rising age of first pregnancies in America, optimizing fertility has become the linchpin for potential parents embarking on the journey to childbearing. Even so, we remain beholden to dozens of myths driven by inadequate science, even while we ignore the vast new potential — and limits — of a bountiful set of advanced technologies that aim to make fertility a more understandable and approachable subject.
“Securities” host Danny Crichton is joined by Leslie Schrock, venture investor and author of the new book “Fertility Rules: The Definitive Guide to Male and Female Reproductive Health”, to discuss the complex intricacies of the new science of fertility and why we have so much more to do to bridge the gap between expert knowledge and popular understanding.
The two discuss the connection between general health and fertility, why men need to do more around their health to ensure a successful pregnancy, why environmental pollutants like parabens and microplastics can affect fertility and sperm counts, how climate change is adding the bad kind of heat to the kindling of love, what new technologies are arriving for parents, and finally, what scope these technologies should have on the productive lives of people.
7/7/2023 • 30 minutes, 40 seconds
“There are more astronauts alive than there are perfumers”: the complex supply chains of scents
While the natural world is fecund with a dazzling diversity of smells, the landscape of scents in our daily lives is far less organic. A handful of tightly-held fragrance companies and an extremely small guild of perfumers carefully craft the scents that go into every product we purchase, from the scent of clean laundry in our detergents to the orchestrated beauty of scents that make up a modern perfume. Our memories are — without too much exaggeration — controlled by roughly 600 people globally.
Where do those scents come from though, and why are people increasingly concerned about understanding the ingredients that make up spectrum of smells that waft over us every day?
Returning to “Securities” for our second of two episodes on the science of smell, CEO and founder of Lux-backed Osmo Alex Wiltschko joins host Danny Crichton to talk about the extraordinarily intricate supply chains and the astonishingly pricey essences that go into making our products distinctive to our olfactory system.
We cover the dynamics of the fragrance industry, the incredible scale of land required to make scents today, how perfumers perform their craft, the endlessly complicated supply chains of these products, why we have so few alternatives to natural scents, how climate change is causing dramatic shifts in ingredient prices, and finally, a bit on the future of green chemistry.
4/11/2023 • 17 minutes, 11 seconds
“It subverts the structure even of other stories that are told about creation”
In a quantified world, the act of creation remains mysterious. Where do ideas come from? How does an artist translate a concept or a feeling into the final work that we get to read or view? The interior drama of that mystery becomes ever more visible as the singular artist expands into a collaboration. How do relationships change the trajectory and originality of creativity?
Few novels have better distilled the essence of these questions than Tomorrow, and Tomorrow, and Tomorrow by Gabrielle Zevin, which chronicles the multi-decade collaboration between two video game designers as they mature from grade school into the limelight of a cutthroat industry on the cusp of popular success. Inventive, heartfelt, and sophisticated, the novel was a breakout hit and was selected as Amazon’s book of the year for 2022.
This week on “Securities”, host Danny Crichton joins up with novelist Eliot Peper and Lux’s own scientist-in-residence Sam Arbesman to talk about the messages that the novel offers our own creative lives. We talk about the building of virtual worlds, the hero’s journey of creation, the uniqueness versus repetitiveness of producing art, whether video games are entering the literary zeitgeist, why the book garnered such popular success and finally, narratives of individuals versus groups.
4/4/2023 • 27 minutes, 44 seconds
“Smell can be art, and it also can be science”: AI/ML and digital olfaction
We perceive the world through our senses, watching the sunset, hearing the staccato of a violin soloist, smelling and ultimately tasting the chocolate and butter of freshly-baked cookies, and of course, feeling the touch of a loving partner. Yet while scientists have answered fundamental questions about color and audio, from understanding their physics to constructing mathematical representations of them, there remains a huge gap when it comes to smell.
Given how much more complex and higher dimensional it is, smell is an extraordinarily hard sense to capture, a problem which sits at the open frontiers of neuroscience and information theory. Now after many decades of discovery, the tooling and understanding has finally developed to begin to map, analyze and ultimately transmit smell.
Joining “Securities” host Danny Crichton is Alex Wiltschko, CEO and founder of Osmo, a Lux-backed company organized to give computers a sense of smell. He’s dedicated his life (from collecting and smelling bottles of perfume in grade school to his neuroscience PhD) to understanding this critical human sense and progressing the future of the field.
In this episode, we talk about smell and memory, the history of sense science, the mathematical challenges of modeling scent, the human physiology of smell and our surprising performance against even the best scientific lab equipment, the importance of chemical sensing, creating the digital olfaction group at Google Brain, how the mixture modeling problem remains the last and key frontier of this science, and finally, why the declining power of insect repellant is an important climate change challenge that the new science of smell can potentially solve.
3/29/2023 • 26 minutes, 40 seconds
How exponentials on top of exponentials in single-cell analysis is transforming biology today
It’s been a long road to mastering the cell, but biological scientists think they are getting closer and closer to understanding the fundamental mechanics of the kernels of life that make up our bodies. Decades after the sequencing of the first human genome, we now have a much more comprehensive understanding of how to discover a cell’s functions — and increasingly, the tools to actually analyze and prove that our models and theories about them are correct.
That’s been the domain of single-cell analysis and a novel technique in genetic science, which has been dubbed “perturbation biology”: making extremely small changes to the genetic code inside of cells and then observing how that cell’s functions change. What began with 18 cells and limited observational data in a single lab has now grown exponentially to hundreds of thousands of cells and millions of observations globally. That massive increase in data has forced the creation of a whole new set of analytical tools to process this data and derive foundational insights into the workings of cells.
How do all of these new laboratory experiments work and what kind of software tools are needed to progress the most advanced theories today? Joining host Danny Crichton on “Securities” this episode is Rahul Satija, an associate professor at New York University and a core member of the New York Genome Center as well as Lux’s own Shaq Vayda.
We’ll talk about how biological tools like CRISPR power perturbation bio, why scientists are increasingly moving away from indirect experiments to direct experiments and what that means for the future of the field, how we comprehend cell heterogeneity, if we’re getting closer to “fundamental truth” in biology, and finally, why theoretical molecular scientists are increasingly going to need large-scale clinical trials for the next-generation of health treatments.
3/21/2023 • 21 minutes, 51 seconds
First impressions of OpenAI’s new GPT-4 AI model
ChatGPT has overtaken the cultural zeitgeist faster than any consumer service in the history of technology, with some analysts estimating that it has already been used by more than 100 million people. So when OpenAI, ChatGPT’s creator, live-streamed the launch of its new AI model GPT-4, there was a rush of excitement reminiscent of the Apple product launches of the past.
It’s been about 24 hours since GPT-4’s public launch, and all of us here at Lux have already extensively played around with it, so it seemed apt for a rapid response “Securities” episode on our very first impressions. Joining host Danny Crichton is Lux Capital partner Grace Isford, who not only has been playing around with ChatGPT, but also Anthropic’s new bot Claude, which was a bit overshadowed between SVB’s situation and OpenAI’s announcement.
We talk about GPT-4 and what’s new, its new frontiers of performance, the increasingly impenetrable black box OpenAI is establishing around its company and processes, the company’s competitive dynamics with big tech, and much more.
3/15/2023 • 14 minutes, 16 seconds
Chatphishing, veracity and “two years of chaos and a reset”
The Lux LP quarterly letter has become an institution for its intricate weave of pragmatic cynicism about human nature and unbounded optimism about the power of human progress in the face of macroeconomic forces. We released the latest quarterly letter on the theme of “From Strife to Strive” just before the collapse of Silicon Valley Bank last week. With more strife than ever in the market, where will entrepreneurs strive next?
Joining me (Danny Crichton) to talk about our analysis of what’s coming in 2023 is our own Josh Wolfe, who predicts that Xi Jinping now plays a much larger oracular role for the American economy than even Warren Buffett. China’s competition with the U.S. is forcing venture investors and political leaders to reallocate capital much more aggressively toward the hard sciences — portending important advances ahead.
We also talk about open cultures, reconsideration of established truths and loss aversion, the online furor over induction stoves, Lux’s concept of “inner space, outer space and latent space”, the future of ChatGPT and the rise of what Josh dubs “Chatphishing”, the potential terrorism of 21st century Luddites, and finally, macro dynamics and why the chaos of the next two years will lay the foundation for the entrepreneurial striving in the decade ahead.
3/14/2023 • 36 minutes, 11 seconds
May the AI be ever in your favor
While much of the venture world has hit a reset in 2023, you’d never know that in artificial intelligence, where fire marshals are shutting down crammed engineering meetups and startups are once again raising at eye-watering valuations. Why the excitement? Because for founders, technologists and VCs, it feels like the everlasting promise of AI dating back to the 1950s and 1960s is finally on the cusp of being realized with the training and deployment of large language models like GPT-3.
To hear about what’s happening on the frontlines of this frenetic field, Lux Capital partner Grace Isford joins “Securities” host Danny Crichton to talk about what she’s seeing in 2023 across the AI tech landscape.
We talk about her impressions at the recent AI Film Festival in New York City hosted by Lux’s portfolio company Runway, how developers are being empowered with new technologies in Python and TypeScript and why that matters, and finally, how the big tech giants like Microsoft, Google and Amazon are carefully playing their cards in the ferocious competition to lead the next generation of AI cloud infrastructure.
3/3/2023 • 23 minutes, 30 seconds
“That’s 100% what keeps me up at night”: Gary Marcus on AI and ChatGPT
Artificial intelligence has become ambient in our daily lives, scooting us from place to place with turn-by-turn navigation, assisting us with reminders and alarms, and guiding professionals from lawyers and doctors to reaching the best possible decisions with the data they have on hand. Domain-specific AI has also mastered everything from games like Chess and Go to the complicated science of protein folding.
Since the debut of ChatGPT in November by OpenAI however, we have seen a volcanic interest in what generative AI can do across text, audio and video. Within just a few weeks, ChatGPT reached 100 million users — arguably the fastest ever for a new product. What are its capabilities and perhaps most importantly given the feverish excitement of this new technology, what are its limitations? We turn to a stalwart of AI criticism, Gary Marcus, to explore more.
Marcus is professor emeritus of psychology and neural science at New York University and the founder of machine learning startup Geometric Intelligence, which sold to Uber in 2016. He has been a fervent contrarian on many aspects of our current AI craze, the topic at the heart of his most recent book, Rebooting AI. Unlike most modern AI specialists, he is less enthusiastic about the statistical methods that underlie approaches like deep learning and is instead a forceful advocate for returning — at least partially — to the symbolic methods that the AI field has traditionally explored.
In today’s episode of “Securities”, we’re going to talk about the challenges of truth and veracity in the context of fake content driven by tools like Galactica; pose the first ChatGPT written question to Marcus; talk about how much we can rely on AI generated answers; discuss the future of artificial general intelligence; and finally, understand why Marcus thinks AI is not going to be a universal solvent for all human problems.
2/10/2023 • 23 minutes, 48 seconds
Why quitters are heroes with “Quit” author Annie Duke
They say that you miss 100% of the shots you don’t take, but what if each shot costs money and is actually a tradeoff with taking a different shot? Time and money are limited, and that means we must constantly balance investing in our current projects and ideas against seeking out new opportunities. While there has been prodigious work published on how to find the “next big thing”, few researchers have investigated what it takes to just throw in the towel, jump ship, fold and quit in the face of a bad situation.
Joining us on “Securities” today is Annie Duke, a World Series of Poker champion who researches cognitive psychology at the University of Pennsylvania. She recently published her new book “Quit: The Power of Knowing When to Walk Away,” which explores the nature of quitting, the cognitive challenges in confronting loss, and the tactics required to identify when to quit — and how to do so.
In conversation with Lux Capital’s own Josh Wolfe, the two discuss the challenges of walking away, why professional poker players are better at quitting than amateurs, the geopolitics of war, and the importance as always of premortems for quitting.
1/27/2023 • 29 minutes, 15 seconds
“I have three girls; the second one is bionic”
Technology’s prime and still growing role in society has led to a crescendo of criticism that it has exacerbated inequality. Critics say that the economic models and algorithms underpinning out apps and platforms are tearing apart our social fabric, fracturing the economy, casualizing labor, and increasing hostility between nations.
But for all the negativity around technology, there is a parallel positive story of how technology can empower people to achieve their best lives. Whether it’s dynamically adjusting insulin pumps that allow diabetics greater freedom to pursue their dreams, or reliable algorithms that can reduce human bias in everything from hiring to dating, technology has also added tremendous value to society.
That’s the theme of “The Equality Machine: Harnessing Digital Technology for a Brighter, More Inclusive Future,” a new book by Orly Lobel, the Warren Distinguished Professor of Law and Director of the Center for Employment and Labor Policy at the University of San Diego.
Lobel joins host Danny Crichton to talk about how her daughter became bionic, why alarmist titles of recent critical tech books belie the comparative advantage of algorithms, the actual black box of human minds, feedback loops in doctor’s offices and the medical professions, and finally … sex robots. Because they have feelings (and algorithms) too.
10/20/2022 • 14 minutes, 49 seconds
We will observe a battle for the true openness in AI
No technology has as many dual-use challenges as artificial intelligence. The same AI models that invent vivacious illustrations and visual effects for movies are the exact models that can generate democracy-killing algorithmic propaganda. Code may well be code, but more and more AI leaders are considering how to balance the desire for openness with the need for responsible innovation.
One of those leading companies is Hugging Face (a Lux portfolio company), and part of the weight of AI’s safe future lies there with Carlos Muñoz Ferrandis, a Spanish lawyer and PhD researcher at the Max Planck Institute for Innovation and Competition (Munich). Ferrandis is co-lead of the Legal & Ethical Working Group at BigScience and the AI counsel for Hugging Face. He’s been working on Open & Responsible AI licenses (“OpenRAIL”) that fuse the freedom of traditional open-source licenses with the responsible usage that AI leaders wish to see emerge from the community.
In today’s episode, Ferrandis joins host Danny Crichton to talk about why code and models require different types of licenses, balancing openness with responsibility, how to keep the community adaptive even as AI models are added to more applications, how these new AI licenses are enforced, and what happens when AI models get ever cheaper to train.
10/12/2022 • 23 minutes, 9 seconds
There’s always been a global race to develop chip technology
Semiconductors are ubiquitous in modern life, powering our appliances, smartphones, cars and electronics. That’s led to soaring demand from consumers, companies and governments much to the chip industry’s benefit, but its centrality to the global economy has also brought heightened scrutiny from analysts concerned by the deep dependency we have on a handful of companies around the world producing these products.
The semiconductor industry is now on the front pages of news sites almost daily, but its story and history show that this isn’t a new development, but rather a continuation of decades of globalization and competitions for international economic supremacy.
“Securities” host Danny Crichton is joined by Fletcher School professor Chris Miller, whose new book “Chip War: The Fight for the World’s Most Critical Technology” offers a panoramic global view on one of the world’s most important industries. The book has already been shortlisted for best business book of the year by The Financial Times.
10/5/2022 • 28 minutes
Perhaps our greatest achievement is not being present
We live in a time of tremendous focus on … focus and productivity. Scan the shelves of any self-help section in a bookstore and you’ll find copious volumes on how to focus better, deeper, and longer along with a litany of productivity hacks and habits to efficiently glean. What you will often struggle to find however are books advocating doing nothing. But when it comes to creativity and making deep connections, it’s precisely when we are wandering that we are most focused on invention.
To talk more about cognitive science and psychology, I, Danny Crichton, brought local New York City professor Anna-Lisa Cohen on “Securities” to talk about her research into mind wandering and how we balance present actions with future intentions. Her work became a viral hit during the pandemic after a Washington Post op-ed she penned on “mental time travel” struck a nerve (yes, that’s a cognitive sciences pun) for many suffering during the isolation at the heights of Covid-19.
We talk about our brain’s default mode network, why mind wandering shouldn’t get a bad rap, peak performance and generating novel concepts, what it means to focus on not focusing, carrying out future intentions and prospective memory, the psychology of film and particularly a look at Alfred Hitchcock’s “Bang! You’re Dead”, cognitive closure and its effect of information seeking, and finally, future simulations.
Reference list:
The unusual uses task study: https://pubmed.ncbi.nlm.nih.gov/22941876/
The freestyle rapper and fMRI study: https://www.nature.com/articles/srep00834
Hitchcock film study: https://pubmed.ncbi.nlm.nih.gov/26658578/
How the Brain Reacts to Scrambled Stories : https://www.theatlantic.com/health/archive/2016/01/linear-storytelling-psychology/431529/
Reading Literary Fiction makes us better decisionmakers: https://www.tandfonline.com/doi/abs/10.1080/10400419.2013.783735?cookieSet=1
Marginal stupidity: https://www.getrevue.co/profile/lux_capital/issues/securities-by-lux-capital-marginal-stupidity-1209105
9/30/2022 • 24 minutes, 21 seconds
Web3 is so far behind in terms of reliability and security
Episode reading list:
The future of crypto regulation: Highlights from the Brookings event
Lux + Tactic funding announcement
Fourteen years after the release of the Bitcoin white paper, Web3 and crypto are transitioning into adolescence. Technologies and communities that have collectively been a financial Wild West are slowly but inexorably transforming into mainstream infrastructure powering payments, finance, banking, and even identity and data storage. That transition though is hampered by a data and security stack that remains, let’s just say, well below the norms expected for modern software (which itself is below the expectations for data protection that consumers actually demand).
The gap between the visions of a secure Web3 future and today’s current technology is the opportunity to propel crypto through its awkward teen years.
I, Danny Crichton, wanted to talk more about where Web3 infrastructure is headed, and so I asked my Lux Capital partner Grace Isford as well as Ann Jaskiw, founder and CEO of crypto accounting platform Tactic, to walk through today’s looming clouds in crypto regulations and why the future is about to get a whole lot brighter.
We discuss Grace’s investment in Tactic and how Ann migrated from building secure healthcare technologies to figuring out accounting for the crypto world. We then talk about the Web3 infrastructure stack and its pockmarked reliability, The Merge’s effect on Ethereum’s future and Vitalik Buterin’s leadership role in the energy-saving transition, international dimensions of crypto security, as well as how the SEC is pivoting toward crypto regulation and why crypto founders are increasingly pro-regulation.
9/27/2022 • 17 minutes, 46 seconds
How to recapitalize America’s bloated defense industrial base
Episode reading list:
Forging the Industrial Network the Nation Needs
Defense Fordism and AI
Rebooting the Arsenal of Democracy
The Return of Industrial Warfare
America spends more money on defense than ever, with a budget that more than doubled in the wake of the September 11th terrorist attacks. Despite those dizzying appropriations though, America is now down to just 5 big prime defense contractors, consolidated from dozens during the Cold War. It’s a pattern of consolidation, higher costs, and diminished resiliency and flexibility seen in sectors throughout the U.S. economy. As the stakes have grown for American defense, however, there are increasingly acute concerns about what our diminished capacity for defense means for the country’s long-term security.
Today, we bring on James “Hondo” Geurts to talk more about the crisis in the defense industrial base. Geurts most recently performed the duties of the Under Secretary of the Navy and formerly was Assistant Secretary of the Navy for Research, Development & Acquisition, in charge of the Navy’s more than $100 billion annual budget.
Lux Capital is also deeply interested in recapitalizing the future of the defense industrial base and bringing more attention to emerging threats across all theaters of defense, including cyber, space, networking, and more in both state and civilian contexts. To that end, Hondo and Lux teamed up to create the Lux Security + Tech Index built on Thematic to offer investors a more methodical way to invest in the future of security. Also joining host Danny Crichton is Steve Carpenter, CEO and founder of Thematic.
In this episode, we talk about the importance of the new “industrial network” era of defense, the consequences of the 1990s post-Cold War peace dividend, how large projects like the F-35 and the Gerald R. Ford aircraft carrier drive consolidation, the value of simplicity in defense acquisition, the failure of the Defense Department’s high research expenditures, the need to shift from “program of record” to “capability of need”, and finally, details about the new Lux Security + Tech Index and its construction.
As a reminder, all investments are risky, and nothing in this episode should be construed as an endorsement of any specific investment product for any individual listener. Always do your own research.
9/21/2022 • 23 minutes, 51 seconds
The utopian visions of Stanford’s generations of entrepreneurs
Stanford University is at the beating heart of Silicon Valley and has become almost a rite of passage for generations of entrepreneurs. But how does each generation form, and what skills and mindsets should they be equipped with given our changing world?
No one has thought more about how to shape that entrepreneurial spirit than Dr. Tina Seelig. Seelig is the Executive Director of the prestigious Knight-Hennessy Scholars program at Stanford among many other leadership roles, and she is also the author of Creativity Rules: Get Ideas Out of Your Head and into the World as well as What I Wish I Knew When I Was 20. Joining Seelig is host Danny Crichton and Lux Capital partner Grace Isford.
We talk about Seelig’s class “Inventing the Future” and how she guides students in considering the utopian and dystopian aspects of the future technologies that are shaping our everyday lives. We also talk about generational differences between students over the past two decades, from the 9/11 generation to the global financial crisis and Covid-19 generations and how global events influence the approach of budding entrepreneurs. Then we walk through how to teach leadership, how to increase luck, and why there is such an important correlation between optimism and agency.
9/16/2022 • 23 minutes, 1 second
The geopolitics and digital future of agricultural commodities
Agricultural commodities is a bit like accounting: you only hear news stories about it when things go wrong. And unfortunately for the world in 2022, a lot is going wrong in agriculture. Russia’s war on Ukraine has devastated one of the world’s great breadbaskets, and global climate disruptions are wrecking havoc on food productivity. That’s led to soaring inflation and increasingly contentious politics, particularly in the developing world.
Sadly, that’s not the only problem the industry faces. Commodities are still traded predominantly on antiquated systems, with the UN estimating that more than 275 million emails are exchanged annually to ship about 11,000 vessels of grain across the oceans. That’s one reason why Lux led the $7 million seed round for Vosbor earlier this summer to build the first digital agricultural commodities exchange.
I wanted to understand more of this extraordinarily complex industry, and so I asked two former CEOs of the largest agriculture commodities companies in the world to weigh in. Joining me (@DannyCrichton) on “Securities” today is Chris Mahoney, former CEO of Glencore Agriculture and now known as Viterra, as well as Soren Schroder, former CEO of Bunge.
We’ll talk about the cyclicality of agricultural markets, the cost disease of infrastructure upgrades, the geopolitical strategies of ag firms, the increasing focus on logistics capabilities, and what the future of digitalization and technology have in store for this critical industry.
9/10/2022 • 22 minutes, 38 seconds
Reputations are always a trailing indicator of truth
“Securities” podcast host Danny Crichton and producer Chris Gates talk about the latest newsletter issue, “Truth and reputations.” Reputations are always a trailing indicator of truth. When people and organizations are rising, reputations obviously lag — the public has never heard of these new upstarts, and its opinion remains unformed. Reputations gallop to catch up, and for a brief moment perhaps, the true quality and the perceived quality intersect. Inevitably decline sets in, whether in an individual’s career or in an organization’s penchant for adding listless bureaucracy and complexity. The public reputation remains robust, but the underlying quality has etiolated. Perception has now overshot truth.Last week, we saw three stories that illuminate the dynamics of truth versus perception: Adam Neumann’s $350 million fundraise for Flow; SoftBank’s historic quarterly loss and Masayoshi Son’s investment acumen; and then, the CDC director’s call for a complete reform of her beleaguered agency. We talk about these three stories, plus a Lux Recommends article.
8/23/2022 • 17 minutes, 19 seconds
Crypto and incentive design with MIT Cryptoeconomics Lab’s Christian Catalini
Humans have been bartering and trading for millennia, building extraordinarily complex mechanisms of exchange centered on fiat currencies, contracts, and trust. As cryptocurrencies have emerged this past decade, economists and incentive designers have been forced to consider how to construct new forms of currency without the social lubricant of trust. How can we prove that every market participant is incentive aligned with market goals? What contributions can game theory, theoretical computer science, cryptography and microeconomics make to this newly energized field?
That’s the subject of this episode of “Securities” with Christian Catalini, the founder of the MIT Cryptoeconomics Lab. He and his colleagues fuse the fields of economics and computer science together with the goal of analyzing decentralized marketplaces and applications. It’s just the latest endeavor for Catalini, who is also a Research Scientist at the MIT Sloan School of Management, the co-creator of Diem (formerly known as Libra), and the co-founder and Chief Strategy Officer at Lightspark. Joining host Danny Crichton is Lux’s own Grace Isford, who invests in web3 and crypto infrastructure and is based in New York City. We’ll talk about the growing community of crypto infrastructure analysts, the now-famous MIT Bitcoin Experiment, how academics are translating their work into crypto, and how to think about stablecoins in the aftermath of Luna’s collapse this year.
8/17/2022 • 25 minutes, 35 seconds
VC 101: the denominator effect
Recently in the Lux Capital office, my colleague Chris Gates, the producer of the "Securities” podcast, along with biotech investor Shaq Vayda were talking about the global macro environment and venture capital. Tech stocks hit their zenith in November 2021, and now a lot of VCs have slowed down their investments over the last couple of months. That's led to something among limited partners and asset allocators known as the “denominator effect”, where portfolio managers move money from one asset class to another as each asset class performs relatively differently.
And so they talked about the denominator effect, they talked about a couple of other different patterns that they’re seeing in the venture world, and I figured that since it's summer, and it's July and we’ve already have talked about enough terrible news on the “Securities” podcast the last couple of weeks, I figured we could do something a little bit different, which is sort of a Venture 101 on the denominator effect, and talking about basically what we're seeing in the world today. So here's Shaq and Chris, take a listen.
Suggested reading:
WTF is the denominator effect? by Danny Crichton
8/3/2022 • 16 minutes, 33 seconds
How new communities are propelling the future of tech + bio
There has been a massive expansion in data emanating from bio labs, and that means next-generation AI algorithms and machine learning models finally have the grist to transform the future trajectories of biology and health therapies. Yet, there’s a key translation challenge: how do you get computer scientists and biologists — two types of specialists with very different training — to collaborate with each other effectively?
Two groups, Bits in Bio and Nucleate, have independently spearheaded new ways of bringing all people interested in tech and biology together to share best practices and think through patterns of startup inception and growth. Today, we bring the founders and early champions of those two groups together for the first time in person to talk about their work.
Joining us first is Michael Retchin, a PhD student at Weill Cornell Medicine and the founder of Nucleate, a free and collaborative student-run organization that facilitates the formation of pioneering life science companies. Second, we have Nicholas Larus-Stone, the first software engineering hire at Octant.bio, a Lux-backed synthetic biology startup, as well as the founder of Bits in Bio. Finally, joining “Securities” host Danny Crichton is Lux biotech investor Shaq Vayda.
We talk about where tech + bio (versus “biotech”) is coming from, how the two community leaders launched and grew their respective organizations, the coming challenges in biology, and our speculative dreams for the future of what biology could look like in the years ahead.
8/1/2022 • 21 minutes, 2 seconds
Maybe the world is effing amazing and I am just reading the wrong things
“Securities” podcast host Danny Crichton and producer Chris Gates talk about the last two weeks of “Securities” newsletters. The first, from July 9th called “Dissonant Loops”, discussed the chaos and crises plaguing the world today and why our state capacity to respond to them is so limited. The second, from July 16th entitled “Scientific Sublime”, was a palette cleanser of sorts focused on the human achievement of the James Webb Space Telescope and how this accomplishment can be shared by everyone on Earth. We’ve got the lows and the highs, and then we talk about a few of the top Lux Recommends selections from the two issues, including: “Postcards from A World on Fire” from The New York Times last year showing the scale and diversity of climate devastation IEEE’s overview of the daunting data challenges that come from transmitting those gorgeous images to Earth CLIPasso, a Best Paper awardee at SIGGRAPH 2022, which uses machine learning to abstract complex photography into simpler sketches “Building an Open Representation for Biological Protocols” Daniel Oberhaus’s book Extraterrestrial Languages, which asks two provocative questions, “If we send a message into space, will extraterrestrial beings receive it? Will they understand?” Finally, Kit Wilson’s analysis in The New Atlantis on “Reading Ourselves to Death”
7/25/2022 • 21 minutes, 19 seconds
How health tech startups are responding to the post-Roe world?
Welcome to “Securities” by Lux Capital, a podcast and newsletter devoted to science, technology, finance and the human condition. I'm your host, Danny Crichton, and today we're talking about the post-Roe world. Tomorrow, it'll be 30 days since the Supreme Court announced in Dobbs v. Jackson Women's Health Organization that there is no constitutional basis for the right to abortion, overthrowing several decades of precedent. It's a decision with huge implications for tech startups, which will now operate across 50 sets of state laws, covering everything from privacy and data governance to who gets to decide which patients receive women's health and who won't.
Now that we've had a few weeks to digest the decision, I asked my Lux partner Deena Shakir to bring together a panel of guests to talk more about how startups are responding to Dobbs.
Guests:
Dr. Neel Shah is an assistant professor of obstetrics, gynecology and reproductive biology at Harvard Medical School and Chief Medical Officer of Maven Clinic.
Halle Tecco is an entrepreneur and angel investor passionate about fixing our healthcare system. She is the founder of Natalist, which was acquired by Everly Health in October 2021, and she is also the host of The Heart of Healthcare podcast.
Paxton Maeder-York is the CEO and founder at Alife Health.
7/23/2022 • 28 minutes, 26 seconds
The United States has never won a conflict with the hardware that it had going into it
Today we're talking about the future of American defense. And we have three of the leaders changing the trajectory of this important field with us is the leadership of Anduril Industries. First, Palmer Luckey Founder, also Brian Schimpf Co-Founder, and CEO, as well as Trae’ Stephens, Co-Founder and Executive Chairman, along with us is Josh Wolf from Lux.
I want to start out by painting the least rosy picture I can of the American defense industry over the last year and 2021. In Afghanistan, we saw a massive pull out of the American forces there. After more than two decades of war, we saw Russia invade Ukraine, in which Turkish drones some of the cheapest on offer in the market today have become the unlikely hero instead of American defense technologies. Meanwhile, America is not producing anywhere near the hardware, or even the software required to supply Ukraine with javelins and other core defense needs. On Capitol Hill, the defense budget process seems to get more chaotic and confusing every year. And we also found in the last year that China appears to be probably ahead of the United States, on hypersonic missiles. And so when I look at the defense industry today, it seems to me it's just negative after negative after negative news. - Danny Crichton
Recommended reading:
Rebooting The Arsenal of Democracy
The new apex of “Entropic Apex”
7/15/2022 • 24 minutes, 17 seconds
How will AI art generators affect human creativity?
Here is my dilemma, I want custom art for the podcast. Ideally, I would have a new image for each episode. Up until recently, my choices were to use stock photography or work with an artist. I now have a third option, AI art generators.
As of late, my Twitter feed has been filled with these AI-generated images and I have become obsessed with them. On one hand, I feel like a superpower of visual communication has been unlocked and on the other hand, I am an artist and creative who wants other artists and creatives to get paid, I am conflicted.
DALLE-mini
What Kind of Sorcery Is This? Why code is so often compared to magic.
Hieronymous Bosch fusion reactor #dalle2 - Josh Wolfe
DALL-E makes some fantastic World’s Fair posters - Sam Arbesman
"Interplanetary Space Empire by Thomas Cole" via DALL-E - Sam Arbesman
7/9/2022 • 13 minutes, 17 seconds
Shoving the rocket into space with your bare hands
SpaceX has grown from nascent dreams of the final frontier into the world’s premier commercial space launch company, with dozens of successful missions that have continually become more and more ambitious. Now, there’s a budding ecosystem of SpaceX alumni who have left the mothership to build their own companies, taking the culture and values they learned and applying it to problems they saw at the front lines of space innovation. On today’s episode of the “Securities” podcast, host Danny Crichton interviews two of those alumni, Laura Crabtree, the co-founder and CEO of Epsilon3, and Will Bruey, the co-founder and CEO of Varda Space. Laura and Will shared a cube at SpaceX, and are now building software and hardware startups, respectively. We discuss how SpaceX’s culture shaped their perspectives as entrepreneurs, why they chose different problem areas of space to tackle, how the 2022 financial markets impact their approach to growth, and how they think about company building and the Los Angeles / Southern California hard tech ecosystem.
Recommended reading for this episode: Liftoff: Elon Musk and the Desperate Early Days That Launched SpaceX
News: Startup Epislon3 hopes to expand Pentagon reach with launch ‘software service’
Epsilon3’s space industry OS powers more than launches as it brings in $15M in new funding
Varda Space Industries closes $42M Series A for off-planet manufacturing
7/2/2022 • 20 minutes, 43 seconds
Vaporware skepticism
"Where marginal stupidity is about “how there is a turning point where further information or complexity can befuddle us and simply raise costs without any concomitant value,” what I am seeing in hard science investing is an outsourcing of thought, a reliance on the splashy marketing one-pager instead of the agonizingly long technical research with the diligence to match.
None of this bodes well for many of the new VC entrants who have suddenly become enamored by the capital return potential of science. We have a view that real advances in science are relatively rare, that they are hard to produce, and they tend to be signaled by clear research evidence years if not decades in advance. Venture capital is not a fit for the needs of academic researchers who require long time horizons of open exploration without commercial considerations. Skillful diligence is critical to making thoughtful investments, and investors must have a well of resilience to draw upon, since most diligence will come back relatively negative in the hard sciences compared to software.
We need the right dose of vaporware skepticism. We can’t allow the excitement of science fiction to occlude the challenges of realizing it into science fact. Condensing fact from the vapor of nuance means finding the rare but tangible scientific advancements and propelling them forward on the path to commercialization. Otherwise, you’re investing in steam, and those returns on capital will just evaporate right through your fingers." - Danny Crichton
Lux Capital's "Securities" newsletter edition: Vaporware skepticism by Danny Crichton
"Securities" podcast is produced and edited by Chris Gates
Lux Recommends:
The nuclear situation with North Korea has been transformed over the past few months, with changes that will ripple across the Asia-Pacific region and into U.S. foreign policy. Kim Hyung-jin and Kim Tong-hyung in the AP have a great explainer on the latest evolution of nuclear strategy emanating from the DPRK.
Our scientist-in-residence Sam Arbesman brings us an article from Nature on the Long-Term Evolution Experiment (LTEE), in which scientists have saved tens of thousands of generations of E. coli over 34 years in order to improve our understanding of evolutionary biology. The scientists are retiring and the bacterial cultures are moving homes in order to continue their lengthy evolutionary run.
Shaq Vayda recommends a podcast and attached transcript between Eric J. Topol of Medicine and the Machine and Demis Hassabis, founder of DeepMind. The two discuss the advancements that deep learning affords medical advancements
Retired lieutenant colonel Alex Vershinin, writing a commentary for the Royal United Services In
6/25/2022 • 20 minutes, 43 seconds
Lazy tech analogies
"The world is incredibly complicated, and humans necessarily use heuristics and analogies to process that complexity into simpler forms. These mental shortcuts are never perfect, but they should broadly summarize the complexity they represent while affording their user a sense of their limitations.
In that vein, I want to call attention to two lazy tech analogies that I’ve seen lately as examples of the kind of impoverished analogical thinking that the industry needs to actively avoid." - Danny Crichton
Lux Capital's "Securities" newsletter edition: American national security and startups + Lazy tech analogies by Danny Crichton
"Securities" podcast is produced and edited by Chris Gates
6/18/2022 • 22 minutes, 11 seconds
Alternate Histories and GPT-3
"GPT-3 was trained on is so large that the model contains a certain fraction of the actual complexity of the world. But how much is actually inside these models, implicitly embedded within these neural networks?
I decided to test this and see if I could examine the GPT-3 model of the world through the use of counterfactuals. Specifically, I wanted to see if GPT-3 could productively unspool histories of the world if things were slightly different, such as if the outcome of a war were different or a historical figure hadn’t been born. I wanted to see how well it could write alternate histories." - Samuel Arbesman
From Cabinet of Wonders newsletter by Samuel Arbesman
Great tweet thread summarizing his post
"Securities" podcast is produced and edited by Chris Gates
6/17/2022 • 16 minutes, 16 seconds
Marginal Stupidity
"One of the most important cognitive tradeoffs we make is how to process information, and perhaps more specifically, the deluge of information that bombards us every day. A study out of UCSD in 2009 estimated that Americans read or hear more than 100,000 words a day — an increase of nearly 350% over the prior three decades (and that was before Slack and Substack!) It would seem logical that more information is always better for decision-making, both for individuals and for societies. Yet, that’s precisely the tradeoff: humans and civilizations must balance greater and better information with the limits of their rationalities." - Danny Crichton
Lux Capital's "Securities" newsletter edition: The marginal returns of information by Danny Crichton
"Securities" podcast is produced and edited by Chris Gates
6/14/2022 • 12 minutes, 44 seconds
The ESG Mirage
"The activities of an extremely complicated phenomenon like a multi-national corporation cannot be reduced to five-star ratings, particularly on a definition as squishy as “Environmental, Social, and Governance.” Rather than trying to strengthen definitions or improve quantification, the industry needs to come to terms with a more basic reality: the mission is impossible, and its failure began before it even started. With this much moolah at stake, the world deserves better." - Danny Crichton
Lux Capital's "Securities" newsletter edition: The ESG Mirage by Danny Crichton
Produced and edited by Chris Gates
6/11/2022 • 6 minutes, 54 seconds
Jonathan Haidt on American structural stupidity and the post-Babel world (Part 1)
Speech and the right to it has become deeply contested across America in the 21st Century. What is free speech, what are its limits, and what norms should apply to both give everyone a chance to speak while also respecting the needs of a democratic society to function? Investigating these and other critical questions has been Jonathan Haidt, professor of social psychology at NYU’s Stern School of Business and the author most recently of “The Coddling of the American Mind: How Good Intentions and Bad Ideas Are Setting Up a Generation for Failure,” which he co-wrote with Greg Lukianoff.He recently wrote an article for The Atlantic headlined “Why the Past 10 Years of American Life Have Been Uniquely Stupid,” and in this first part of a two-part series, Josh Wolfe and Danny Crichton discuss with Haidt his thesis of American “structural stupidity” and why the classical metaphor of the Tower of Babel describes the current political and social environment for Americans.
6/4/2022 • 18 minutes, 23 seconds
Jonathan Haidt on how tech can change social media and save democracy (Part 2)
In part one of this interview, Jonathan Haidt described his recent article in The Atlantic on America’s structural stupidity and why the classical metaphor of the Tower of Babel describes the current political and social environment for Americans.In this second and final part, Josh Wolfe and Danny Crichton discuss with Haidt the potential directions that the tech industry can take to ameliorate the worst aspects of our current toxic social media environment. We’ll also discuss the mental health of members of Gen Z, how corporations can nurture their youngest employees, norms and social contagion as well as why content moderation isn’t the answer to social media’s problems.
6/4/2022 • 26 minutes, 30 seconds
Speculative fiction is a prism to understand people
Speculative fiction is a long-running but increasingly popular genre of science fiction that uses a variety of imaginative techniques to envision alternatives to our present and coming society. One of its craftsmen is Eliot Peper, a novelist whose tenth book, Reap3r, was just released. Reap3r follows a diverse cast including a quantum computer scientist, a virologist, a podcaster, a VC, and an assassin as they unlock a mystery key to the whole plot. Peper along with host Danny Crichton talk about how Reap3r sheds light on our current world, how Peper thinks about launching a new book as an independent novelist, and how travel and wanderlust can come together to generate innovative ideas, plots, and characters.
5/26/2022 • 29 minutes, 44 seconds
Will Malthus or human ingenuity win out in these chaotic times?
It’s been another crazy week of financial news, but how do all these trends add up? This week, Danny Crichton and Josh Wolfe talk about South Korea’s burgeoning desire for nuclear weapons, some themes from the latest Lux quarterly letter and how a 1980s experimental film inspired its theme of “entropic apex,” how Gen Z and others will respond to actions by the Federal Reserve to raise interest rates and corporations to raise prices, some commentary on Twitter and Elon Musk and finally, a debate on whether Malthus was right on the future course of humanity.
5/21/2022 • 29 minutes, 51 seconds
If you’re not solving for pain, then what the hell are you doing?
Tony Fadell is the consummate Silicon Valley builder, having conceived, designed and executed such iconic products as the Apple iPod and iPhone as well as the Nest thermostat. He’s now looking to give back to the community that has given him so much with his new book Build: An Unorthodox Guide to Making Things Worth Making, which just came out from Harper Business. He joins Lux's Danny Crichton and Peter Hébert to talk about the time he walked out of a position just two weeks on the job, how the serendipity of the Valley led to Apple, how to build human connections, why he thinks the metaverse as it stands is a waste of time, how to organize a company culture today, and the importance of storytelling and product marketing when building a product.
5/17/2022 • 30 minutes, 23 seconds
Risk, Bias and Decision Making: Pre-mortems
Recently at Lux in New York City, Josh Wolfe invited three celebrated decision and risk specialists for a lunch to discuss the latest academic research and empirical insights from the world of psychology and decision sciences. Our lunch included Daniel Kahneman, who won the 2002 Nobel Prize in Economics for his work on decision sciences. His book Thinking Fast and Slow has been a major bestseller and summarizes much of his work in the field. We also had Annie Duke, a World Series of Poker champion who researches cognitive psychology at the University of Pennsylvania. Her books How to Decide and Thinking in Bets have also been tremendously influential best sellers, and she is also the co-founder of the Alliance for Decision Education. Also joining us was Michael Mauboussin, the Head of Consilient Research at Counterpoint Global and who has also taught finance for decades at Columbia. His book More Than You Know is similarly a major bestseller.
This is an edited four-part series from our lunch seminar, with each part covering one topic of the conversation for easier listening.
In this first part, we discuss the concept of pre-mortems, an approach of looking at the outcome of our decision and if it were to fail, why we think it would fail. It’s an approach that’s designed to overcome groupthink and avoid the fact that pessimists are really unpopular in group decision-making sessions. However, recent research has shown that they don’t always help people and groups change their mind. We look at pre-mortems, prospective hindsight, legitimizing dissent, self-serving bias and pre-parade or backcasts to see how this tool can affect and improve decision-making given the most recent academic literature.
5/14/2022 • 18 minutes, 5 seconds
Risk, Bias and Decision Making: People never change their minds
Recently at Lux in New York City, Josh Wolfe invited three celebrated decision and risk specialists for a lunch to discuss the latest academic research and empirical insights from the world of psychology and decision sciences. Our lunch included Danny Kahneman, who won the 2002 Nobel Prize in Economics for his work on decision sciences. His book Thinking Fast and Slow has been a major bestseller and summarizes much of his work in the field. We also had Annie Duke, a World Series of Poker champion who researches cognitive psychology at the University of Pennsylvania. Her books How to Decide and Thinking in Bets have also been tremendously influential best sellers, and she is also the co-founder of the Alliance for Decision Education. Also joining us was Michael Mauboussin, the Head of Consilient Research at Counterpoint Global and who has also taught finance for decades at Columbia. His book More Than You Know is similarly a major bestseller.
In part two of our risk, bias and decision making lunch, Danny Kahneman, Annie Duke and Josh Wolfe discuss whether people change their minds, particularly on subjects that matter, why people care about dissonance reduction, and what circumstances lead people to changing their minds at all.
5/14/2022 • 9 minutes, 19 seconds
Risk, Bias and Decision Making: Defying the odds
Recently at Lux in New York City, Josh Wolfe invited three celebrated decision and risk specialists for a lunch to discuss the latest academic research and empirical insights from the world of psychology and decision sciences. Our lunch included Danny Kahneman, who won the 2002 Nobel Prize in Economics for his work on decision sciences. His book Thinking Fast and Slow has been a major bestseller and summarizes much of his work in the field. We also had Annie Duke, a World Series of Poker champion who researches cognitive psychology at the University of Pennsylvania. Her books How to Decide and Thinking in Bets have also been tremendously influential best sellers, and she is also the co-founder of the Alliance for Decision Education. Also joining us was Michael Mauboussin, the Head of Consilient Research at Counterpoint Global and who has also taught finance for decades at Columbia. His book More Than You Know is similarly a major bestseller.
In part three of our risk, bias and decision making lunch, Annie Duke, Michael Mauboussin, Danny Kahneman, and Josh Wolfe discuss optimism, base rates, overcoming negative expected values, population versus individual risks, calibrating risk assessments, and infectious amplification of optimism within groups.
5/14/2022 • 21 minutes, 58 seconds
Risk, Bias and Decision Making: Hot hands
Recently at Lux in New York City, Josh Wolfe invited three celebrated decision and risk specialists for a lunch to discuss the latest academic research and empirical insights from the world of psychology and decision sciences. Our lunch included Danny Kahneman, who won the 2002 Nobel Prize in Economics for his work on decision sciences. His book Thinking Fast and Slow has been a major bestseller and summarizes much of his work in the field. We also had Annie Duke, a World Series of Poker champion who researches cognitive psychology at the University of Pennsylvania. Her books How to Decide and Thinking in Bets have also been tremendously influential best sellers, and she is also the co-founder of the Alliance for Decision Education. Also joining us was Michael Mauboussin, the Head of Consilient Research at Counterpoint Global and who has also taught finance for decades at Columbia. His book More Than You Know is similarly a major bestseller.
In the fourth and final segment of our risk, bias and decision making lunch, Josh Wolfe, Annie Duke, Danny Kahneman and Michael Mauboussin discuss the phenomenon of the so-called “hot hand,” the idea that a basketball player or an investor can have a streak of good luck that allows them to actually increase the odds of success on their future plays.
5/14/2022 • 6 minutes, 49 seconds
Shredding the endowment investing playbook w/Scott Wilson, CIO of Washington University in St. Louis
University endowments are one of the key nexuses by which finance influences the future of science, tech, and the human condition, and what happens at endowments and other limited partners (LPs) matters deeply both for their clients but also the wider VC asset class. Washington University in St. Louis Chief Investment Officer Scott Wilson, who drove the university’s record-breaking 65% return last year and is also a Lux LP, joins the podcast to discuss how he redeemed $3.6 billion in assets his first week on the job in 2017, his origin story in rural Alaska, and WashU’s strategy of direct investing alongside its GPs. We then also discuss the global macro environment, crypto markets, the future of healthcare investing, as well as some book recommendations.
5/7/2022 • 34 minutes, 3 seconds
The future of biotech is moving from bench to beach
While a huge amount of attention is being directed at crypto and media these days, one of the most important wild card investment trends of the 2020s is the coming expansion of biotech. Democratized science tools, improved research networking, and lab automation will revolutionize the practice of biotech, and that means there are huge opportunities for intrepid founders. But there’s a catch: biotech stock performance has been abysmal the past year, and many investors are walking away from the market. Josh Wolfe joins Danny Crichton to talk about what the gyrations in the biotech markets means for startups, some developments around the Human Genome Project, and what strategies existing biotech firms can take to weather the coming consolidation and reinvention of the industry.
4/30/2022 • 15 minutes, 9 seconds
Chip demand and the future of the climate with Mythic AI’s Mike Henry
There’s a huge expansion in demand for compute power going on, with AI models, cryptocurrencies, autonomous vehicles and our social media algorithms all guzzling more chip cycles than ever before. But we’re also in the midst of a climate emergency, and chips are a major cause of energy demand. How do we reconcile the two? Joining me to talk about this as well as the future of the semiconductor industry, the CHIPS act, and other national industrial policies is Lux’s Shahin Farshchi and Mythic AI CEO and founder Mike Henry.