AI

Vera Rubin, astronomer, smiling in her lab

Vera Rubin: The Woman Who Proved Dark Matter Exists

In the pantheon of revolutionary astronomers who fundamentally changed our understanding of the universe, Vera Rubin stands as a towering figure whose work revealed that the cosmos is vastly different than we had imagined. Her meticulous observations and brilliant analysis led to one of the most profound discoveries in modern astronomy: the existence of dark matter. This invisible substance, which makes up approximately 85% of all matter in the universe, has reshaped our understanding of cosmology and continues to be one of science‘s greatest mysteries.

Early Life and Education

Born on July 23, 1928, in Philadelphia, Pennsylvania, Vera Florence Cooper showed an early fascination with the night sky. As a young girl, she would watch the stars from her bedroom window, tracking their movements and developing a passion that would guide her life’s work. Her father, an electrical engineer, encouraged her scientific curiosity and helped her build a simple telescope when she was just a teenager.

Despite societal expectations that often steered women away from science in the mid-20th century, Vera pursued her astronomical dreams with determination. In 1948, she graduated from Vassar College as the only astronomy major in her class. Her academic journey continued at Cornell University, where she earned her master’s degree in 1951 while studying under renowned physicists, including quantum mechanics pioneer Hans Bethe.

When applying to Princeton for doctoral studies, Rubin faced her first significant barrier—the university didn’t accept women into its astronomy program at that time. Undeterred, she enrolled at Georgetown University, balancing her studies with raising children and commuting long distances. In 1954, she completed her Ph.D. with a dissertation on galaxy motions that challenged existing theories about how galaxies are distributed in space.

Early Career and Challenges

The road for female scientists in the 1950s and 1960s was fraught with obstacles. When Rubin presented her research at scientific meetings, she often faced skepticism not because of her data or methods, but because of her gender. At one astronomical conference, she was forced to present her paper in her husband’s name. On another occasion, after giving a talk at the prestigious Palomar Observatory, she was informed that women weren’t allowed to use the facility’s telescope—there wasn’t even a women’s restroom in the building.

Despite these challenges and the deep-seated sexism of her day, Rubin’s scientific acumen couldn’t be denied. While at Cornell, she conducted important research on galaxy motions and proposed the existence of a supergalactic plane—a concept that was initially dismissed but later confirmed. After a stint teaching at Georgetown, she joined the Carnegie Institution’s Department of Terrestrial Magnetism in 1965, beginning what would become her most productive scientific period.

Groundbreaking Work on Dark Matter

At Carnegie, Rubin began a fruitful collaboration with instrument maker Kent Ford, whose spectrograph allowed for precise measurements of galactic rotation. Their partnership would lead to one of astronomy’s most significant discoveries.

In 1968, Rubin and Ford turned their attention to the Andromeda Galaxy (M31), the nearest major galaxy to our own Milky Way. According to established Newtonian physics and what astronomers understood about gravity, stars at the outer edges of spiral galaxies should orbit more slowly than those near the center—just as planets farther from the sun move more slowly in their orbits. But what Rubin and Ford observed defied these expectations.

Their measurements revealed something astonishing: stars in the outer regions of Andromeda were rotating at the same speed as those near the galactic center. This “flat rotation curve” was a profound anomaly that couldn’t be explained by the visible matter in the galaxy. To account for this unexpected motion, Rubin concluded that galaxies must contain vast amounts of invisible mass—what we now call dark matter—extending far beyond their visible boundaries.

Further studies of dozens, and eventually hundreds, of spiral galaxies confirmed this pattern wasn’t unique to Andromeda. Rubin’s calculations suggested that over 90% of galaxy mass must be composed of this invisible substance. The universe, it seemed, was primarily made of something we couldn’t see.

Impact and Recognition

Rubin’s discovery provided the first convincing observational evidence for dark matter, a concept that had been theoretically proposed but never definitively observed. This revelation fundamentally changed our understanding of the cosmos, forcing astronomers to reckon with the fact that the vast majority of the universe’s mass is composed of something entirely different from the stars, planets, and galaxies we can see.

For her groundbreaking work, Rubin received numerous accolades, including the National Medal of Science (1993)—the highest scientific honor in the United States—and the Royal Astronomical Society’s Gold Medal (1996), an award previously given to Einstein and Hawking. However, despite her revolutionary contributions, she was never awarded the Nobel Prize, an omission many in the scientific community consider one of the prize committee’s greatest oversights.

Astronomer Vera Rubin who discovered dark matter

Legacy

Beyond her scientific achievements, Vera Rubin was a passionate advocate for women in science. Throughout her career, she mentored aspiring female astronomers and fought against the gender discrimination she had faced. She once wrote, “I live and work with three basic assumptions: 1) There is no problem in science that can be solved by a man that cannot be solved by a woman; 2) Worldwide, half of all brains are in women; 3) We all need permission to do science, but, for reasons that are deeply ingrained in history, this permission is more often given to men than to women.”

Her advocacy bore fruit; by the time of her later career, she had helped pave the way for a new generation of female astronomers who faced fewer barriers than she had.

Rubin continued her research until late in life, publishing her last scientific paper at age 88, just months before her death on December 25, 2016. Her legacy lives on not only in her scientific discoveries but also in the institutions and projects that bear her name. Most notably, the Vera C. Rubin Observatory, currently under construction in Chile and set to begin observations in 2025, will conduct an unprecedented survey of the universe, continuing her work of unraveling cosmic mysteries.

The story of Vera Rubin is one of scientific brilliance, perseverance, and the courage to challenge established thinking. Her work revealed that our understanding of the universe was fundamentally incomplete, opening new frontiers in cosmology that scientists continue to explore today. The dark matter she discovered remains one of science’s great unsolved mysteries, ensuring that her influence on astronomy will endure for generations to come.

As she once said, “Science progresses best when observations force us to alter our preconceptions.” Few scientists have altered our preconceptions as profoundly as Vera Rubin.

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Larry Ellison tech billionaire

Larry Ellison’s Tech Empire and Right-Wing Influence

In the pantheon of tech billionaires who have shaped our digital landscape, Larry Ellison stands as one of the most influential yet enigmatic and controversial figures. While his technological innovations have transformed industries, his growing political influence—particularly within right-wing circles—has increasingly become a focal point of public interest.

From Humble Beginnings to Tech Power Broker

Born in New York City and adopted as an infant, Larry Ellison’s early life gave little indication of the empire he would eventually build. After dropping out of college and working various jobs, Ellison found his calling in the nascent field of database technology. In 1977, he co-founded Software Development Laboratories, which would later become Oracle Corporation—a name now synonymous with enterprise software.

Ellison’s company went on to develop the first commercial SQL database system, positioning Oracle at the forefront of the database revolution. Under his leadership, Oracle expanded aggressively through both innovation and strategic acquisitions, eventually becoming a dominant force in enterprise software. The company’s successful IPO and subsequent growth catapulted Ellison into the ranks of the world’s wealthiest individuals.

The Billionaire Lifestyle

With a net worth consistently placing him among the top ten richest people globally, Ellison has become known for his lavish lifestyle. His purchases include a Hawaiian island (Lanai), multiple mansions, and record-breaking yachts. Beyond material extravagance, he has also engaged in philanthropy, though often with less public fanfare than contemporaries like Bill Gates.

Ellison’s leadership style—characterized by boldness, competitiveness, and occasional ruthlessness—has been both criticized and admired. These same qualities would eventually manifest in his approach to political involvement.

Oracle data center, as envisioned by Ideogram

Larry Ellison’s Evolution of Political Involvement

Early Political Activities: A Bipartisan Approach

Ellison’s initial forays into politics were relatively balanced. Like many business leaders, he made donations to candidates across the political spectrum, seemingly prioritizing business interests over partisan ideology. During this period, both Democratic and Republican candidates received support from the Oracle founder.

Shifting Right: The Conservative Turn

Over time, Ellison’s political leanings began to tilt increasingly rightward. His financial support for Republican candidates and PACs grew substantially, marking a clear shift in his political alignment. By the 2016 presidential election cycle, Ellison had emerged as a significant backer of Marco Rubio’s campaign, signaling his preference for establishment conservative politics.

The 2020 Election Controversy

Perhaps the most controversial chapter in Ellison’s political involvement came after the 2020 presidential election. According to reports, Ellison participated in a post-election strategy call with Trump allies discussing how to challenge the election results — conspiring with right-wing leaders to pretend to believe in election denial. His connections to the organization True the Vote—a group that has promoted unsubstantiated claims of voter fraud—further cemented his alignment with efforts questioning the legitimacy of the 2020 election outcome and participation in the Big Lie.

The Tim Scott Connection

Ellison’s political investments reached new heights with his massive $35 million donation to the Opportunity Matters Fund, a super PAC supporting Senator Tim Scott. This relationship transcended mere financial backing—Ellison reportedly served as a mentor to Scott and was preparing to make an even larger eight-figure contribution to Scott’s 2024 presidential campaign before Scott withdrew from the race.

Trump and Beyond

Despite initially backing other candidates, Ellison hasn’t shied away from the Trump orbit. He hosted a fundraiser for Donald Trump and has positioned himself as a significant player in Republican politics. His criticism of NSA whistleblower Edward Snowden aligned with conservative national security positions, further illustrating his rightward evolution.

Expanding Influence: Media, Technology, and Politics

Ellison’s political influence extends beyond direct campaign contributions. His investment in Elon Musk‘s acquisition of Twitter (now X) placed him adjacent to one of the most consequential media platform changes in recent years. More directly, his potential control of CBS News through a Paramount Global merger has raised concerns about the independence of mainstream media.

Additionally, Ellison’s involvement in The Stargate Project alongside tech luminaries Sam Altman and Masayoshi Son demonstrates how his technological and political interests increasingly intersect, particularly around data and national security.

The Democratic Process and Billionaire Influence

Ellison’s political activities raise broader questions about the role of billionaire donors in democratic processes. His substantial financial backing of candidates and causes—particularly those aligned with election denial efforts—has drawn criticism from democracy advocates concerned about outsized influence from the ultra-wealthy.

The scale of Ellison’s political giving is remarkable even by billionaire standards. Reports indicate that he has made some of his largest political donations on record in recent election cycles, including substantial funding for election deniers in the midterms. This pattern of increased political investment suggests Ellison sees his financial resources as a means to shape politics beyond just supporting individual candidates.

Legacy and Continuing Influence

As Ellison enters his eighties, his political influence shows no signs of waning. His unexpected “comeback” in the Trump era, focusing on Oracle’s positioning around TikTok, AI, and data centers, demonstrates his continued relevance in both technology and politics.

What distinguishes Ellison from many other tech billionaires is how seamlessly he navigates between technological innovation and political influence. While figures like Musk are more publicly vocal about their political views, Ellison has often exercised his influence more quietly but no less effectively.

Larry Ellison’s Political Future

Larry Ellison’s journey from database pioneer to right-wing political financier represents a fascinating case study in how wealth, power, and ideology intersect in modern America. As his political activity has increased, so too has scrutiny of his role in shaping the political landscape.

Whether funding candidates, backing media acquisitions, or promoting certain technological approaches to national challenges, Ellison has positioned himself as a significant force in right-wing politics. As with his business ventures, his political investments appear strategic, long-term, and designed to maximize impact.

As America navigates increasingly polarized political terrain, figures like Ellison—with virtually unlimited resources and expanding spheres of influence—will likely continue to play outsized roles in shaping the country’s political future, for better or — most likely — for worse.

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AI accelerationism Dictionary illustration

Accelerationism Dictionary: A Complete Terminology and Lexicon

AI accelerationism, or “e/acc,” is one of the most radical and controversial ideologies emerging from Silicon Valley today. At its core, it champions the rapid and unrestricted development of artificial intelligence, rejecting calls for regulation and safety measures in favor of unchecked innovation. Proponents argue that AI holds the key to solving humanity’s greatest challenges—climate change, poverty, disease—and even envision a post-human future where intelligence transcends biological limits.

With strong libertarian leanings, the movement prioritizes market-driven progress, believing that government intervention would stifle AI’s transformative potential. Tech billionaires like legendary venture capitalist Marc Andreessen have embraced these ideas, elevating what was once a fringe philosophy into a driving force in the AI industry.

However, AI accelerationism faces fierce criticism for its disregard of ethical considerations, social consequences, and potential existential risks. Detractors warn that unregulated AI development could exacerbate inequality, destabilize economies, and lead to dangerous technological outcomes without proper safeguards.

The movement stands in stark opposition to cautious, ethical AI development advocated by groups like the effective altruism community, setting up a high-stakes ideological battle over the future of artificial intelligence. Whether one sees AI accelerationism as a path to utopia or a reckless gamble, its growing influence makes it a defining force in the ongoing debate over technology’s role in shaping humanity’s future.

This accelerationism dictionary should help get anyone up to speed on this emerging and dangerous ideology. We’ll keep adding to it over time as the field continues to evolve at breakneck pace.

A dystopian AI hellscape -- one of many potential outcomes of AI accelerationism ideology

Accelerationism Dictionary

A

Accelerate or die: A common slogan in the e/acc movement expressing the belief that technological acceleration is necessary for survival.

Accelerationism: A philosophical and political movement advocating for the acceleration of technological, social, and economic progress. Can exist in left-wing, right-wing, and politically neutral forms.

AGI (Artificial General Intelligence): An artificial intelligence system capable of performing any intellectual task that a human can do.

AI supremacy: The belief or fear that artificial intelligence will surpass human intelligence and capabilities, potentially dominating society, economies, and geopolitical power structures. It is often discussed in the context of global competition for technological dominance.

Continue reading Accelerationism Dictionary
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AI woman with superintelligence

Understanding AI Accelerationism: Silicon Valley’s Radical Vision for the Future

What is AI accelerationism? AI accelerationism, or “e/acc” as it’s known in tech circles, has emerged as one of Silicon Valley‘s most influential and controversial ideological movements. At its core, it represents a radical optimism about artificial intelligence and its potential to reshape human civilization as we know it.

What is AI Accelerationism?

At its most basic, AI accelerationism advocates for the rapid and unrestricted development of artificial intelligence. Unlike those who call for careful regulation and safety measures, accelerationists believe that faster AI development is not just beneficial but crucial for humanity’s future. They reject what they see as excessive caution, often dismissing AI safety advocates as “doomers.”

The Core Beliefs

Technological Solutions to Global Problems

Accelerationists believe that unrestricted technological progress, particularly in AI, holds the key to solving humanity’s greatest challenges. From their perspective, issues like climate change, poverty, and disease are problems that advanced AI could potentially solve if we develop it quickly enough.

Post-Human Future

Perhaps most ambitiously, many e/acc proponents envision a future where the line between human and machine blurs. They embrace the possibility of human-AI integration and the emergence of new forms of consciousness and intelligence.

an AI accelerationism vision of the future

Market-Driven Innovation

The movement has strong libertarian leanings, advocating for minimal government intervention in AI development. They believe that market forces, not regulation, should guide technological progress.

Continue reading What is AI accelerationism?
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Network Propaganda book cover

Is social media wrecking democracy? Are Russian propaganda campaigns or click-hungry “fake news” businesses on Facebook tearing apart our shared reality? Network Propaganda, by scholars Yochai Benkler, Robert Faris, and Hal Roberts, dives deep into these topics that swelled to prominence around the 2016 election.

Since Donald Trump’s election in 2016, a lot of people believe that new technologies—and how foreign actors manipulate them—played a big role in his win and are fueling our “post-truth” world, where disinformation and propaganda seem to thrive.

Network Propaganda flips that idea on its head. The book dives into an incredibly detailed study of American media coverage from the start of the 2016 election in April 2015 to Trump’s first year in office. By analyzing millions of news stories, social media shares on Facebook and Twitter, TV broadcasts, and YouTube content, it paints a full picture of how political communication in the U.S. really works. The authors dig into big topics like immigration, Clinton-related scandals, and the Trump-Russia investigation and reveal that right-wing media doesn’t play by the same rules as other outlets.

Their big takeaway? The conservative media ecosystem functions in a totally unique way, shaped by decades of political, cultural, and institutional shifts since the 1970s. This has created a kind of propaganda loop that’s pushed center-right media to the sidelines, radicalized the right, and made it more vulnerable to both domestic and foreign propaganda. Thus Russia’s involvement was more like pouring gasoline onto an existing fire — a conflagration which was raging prior to Putin’s arrival on the scene.

For readers both inside and outside the U.S., Network Propaganda offers fresh insights and practical ways to understand—and maybe even fix—the broader democratic challenges we’re seeing around the world.

Network Propaganda podcast book summary

I have been getting a kick out of NotebookLM‘s renditions of podcasts about the source materials uploaded to the Notebook. They are really quite good, and I can see them being useful for a number of purposes. Here’s an AI-generated discussion about Network Propaganda, taken from a PDF of the book as the source of the Notebook.

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ParadoxBot is an adorable chatbot who will cheerfully inform you about the Dark Arts

Sure, you could use the site search. Or, you could have a bot — try having a conversation with my blog via the following AI chatbot, ParadoxBot.

Ask it about conspiracy theories, or narcissism, or cults, or authoritarianism, or fascism, or disinformation — to name a few. You can also ask it about things like dark money, economics, history, and many topics at the intersection of political psychology.

It doesn’t index what’s on Foundations (yet) but it has ingested this site and you can essentially chat with the site itself via the ChatGPT-like interface below. Enjoy! And if you love it or hate it, find me on BlueSky (as @doctorparadox) or Mastodon and let me know your thoughts:

Tips for using ParadoxBot

  • Follow general good practice regarding prompt engineering.
  • If you don’t get an answer right away, try rephrasing your question. Even omitting or adding one word sometimes produces good results.
  • Try broad broad and specific types of queries.
  • Dig deeper into any areas the bot turns up that sound interesting.
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There are many things in life you don’t want to rush through; many experiences you wish to linger. The American cult of efficiency is a kind of over-optimization, and over-fitting of a line that delusionally demands up and to the right every single day, every single quarter, every single time.

The benefits of stopping to smell the flowers have been extolled by sages and philosophers throughout the ages. In all of recorded human history lies some form of the mantra, “haste unto death” — for it is true. We rush headlong off the cliff after all the lemmings ahead of us. We can’t help ourselves — eternal moths to eternal flames.

The slow life

From the cuisine to jurisprudence, from behavior economics to psychological well-being, moving more slowly has numerous well-established benefits. Efficiency should never be the only goal, in any domain or at all times. As James Madison strongly agreed with, “moderation in all things” is the mathematically optimal way to approach life, justice, and governing. Influenced by the Marquis du Condorcet, the invention of statistics, and a distaste for extremism in all forms, The Founders were prescient regarding the later theory of the wisdom of the crowds. They sought to temper the passions of the crowds via checks and balances in our system of governance.

“The arc of the moral universe is long, but it bends toward justice,” said Martin Luther King, Jr. That the veracity of the quote remains unsettled is unsettling, like strange fruit swinging in the southern breeze. Yet the “quick justice” barbaric efficiency of slavery, the Confederacy, Jim Crow, superpredators, and mowing down unarmed Black men for traffic violations to name a few, are no examples of fairness. Faster isn’t always better, especially when it comes to justice. It takes time to gather facts, talk to witnesses, piece together the crimes and document them in an airtight way, brokering no doubt in the mind of a single jurist.

More efficiency topics

Areas I’ll be further exploring:

  • Slow thinking — Daniel Kahneman’s behavioral economics and cognition theory about slow and fast thinking systems in the brain, how they physiologically arose, and their implications for bias, decision making, geopolitics, and more.
  • Journey vs. Destination — It’s not just about getting to the same restaurant and eating the same thing. The end doesn’t always justify the means. Traveler vs. Tourist. Go with the flow. Roll with it, baby.
  • An ounce of caution — A stitch of time. He who makes haste makes waste. Don’t count your chickens before they hatch. Be careful!
  • Self-reflection — Thoughtfulness. Rumination. Mindfulness. Presence.
  • Being too busy speeds up time, not necessarily in a good way. Leads to the unexamined life, a Stoic no-no. Socrates would not approve, dude.
  • Enoughness — Sustainability. Patience. Non-violence. Whole-heartedness.
  • Hierarchy vs. Fairness — Consensus takes a lot longer. Dictators and monarchs are nothing if not efficient.
  • The appeal of fascism — History and ideology of the Nazis and their obsession with efficiency.
  • PR — soundbites. Simple narratives. Tropes, slogans, repetition.
  • Entertainment — intellectual empty calories. Neil Postman. McLuhan.
  • Automation — AI, bots, robotics, threats to labor
  • Walking vs. Transportation
  • The slow food movement
  • Speed reading
  • Speed runs — video games
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