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Based on "Why This Ex-Quant Quit a $10B/Day Job to Build a 24/7 Stock Exchange | QFEX, Annanay Kapila" from EO Watch the original video

The Golden Handcuffs of High Finance: Why a Quant Left Billions on the Table to Build a Fairer Stock Exchange

Imagine a world where you manage trading strategies moving tens of billions of dollars daily – sometimes even up to a hundred billion. A world where your daily responsibilities involve volumes equivalent to the GDP of entire nations, and the paychecks are astronomically large. This was the reality for Annanay Kapila, a former quant in high-frequency trading (HFT), who, despite the immense financial rewards, found himself wrestling with a profound sense of disillusionment. He felt he was "wasting his life."

Today, Kapila is the founder and CEO of QFEX, a venture poised to revolutionize global stock exchanges by building a transparent, 24/7 trading platform. His journey from the pinnacle of high finance to the uncertain world of startups is a testament to a burning desire to fix what he believes is a fundamentally broken system.

The Allure and Illusion of High-Frequency Trading

Annanay Kapila's career began in the highly competitive and lucrative world of quantitative finance. After studying mathematics at Cambridge, he joined a Dutch high-frequency trading firm, Flow Traders, before being headhunted by the prestigious American firm Tower Research Capital. Here, he spent nearly three years, responsible for strategies that moved an astonishing $10 billion worth of assets daily – a sum he notes is roughly equivalent to France's GDP.

High-frequency trading, Kapila explains, is entirely data-driven. "When you work as a trader as a quant," he recounts, "first thing I do when I get in, you know, not even when I get in, when I wake up, I have my work laptop. I check how much money we've made." It's a world devoid of human interaction in trading decisions, where algorithms exploit minute market movements based on vast datasets.

To illustrate, Kapila offers a simple analogy: "It's like running a car dealership. Somebody runs a car dealership. You can sell your car to them. You can buy a car from them and their job is basically to kind of have an inventory of cars ready to sell. And they buy cars at a little slightly lower price and sell cars at a slightly higher price." The reason quant finance makes so much money, he adds, is the sheer volume. "The S&P 500 future on CME, that's one future, one product, trades $500 billion a day. That's like more than the GDP of any country." Even tiny margins on such colossal volumes generate astronomical profits.

The Cracks in the System: Why Financial Markets Are "Broken"

Despite the "big fat paychecks," Kapila experienced a growing "cognitive dissonance." He observed that many quants and traders convince themselves they're "doing something good for the world" because they're making so much money. However, his insider perspective revealed a different truth: "High frequency trading is all about exploiting market inefficiencies."

He points to examples like futures contracts that expire every three months, a practice historically linked to agricultural harvest cycles but now largely vestigial. When these futures expire, investors are forced to sell their current contract and buy the next one, incurring transaction costs every time. "They lose money and high frequency traders make the other side of the money," Kapila states plainly. "No one in quant trading wakes up in the morning and they think, 'Oh, how do I make the markets more efficient today? How do I lower cost of consumers every day?' People in trading just want to make money so they can earn big bonuses."

Kapila realized that "a lot of financial markets infrastructure is broken." He saw "how much money we were making due to simple structural design flaws in existing markets." The current system involves multiple intermediaries for a single trade – for instance, buying Tesla shares might involve NASDAQ, a brokerage like Robinhood, and a separate clearing house for risk management and settlement. This "intermediation, three separate companies involved in doing one trade that should really just be done by one company that's as most efficient as possible," creates unnecessary friction and cost.

This realization led to profound guilt. Kapila watched as brilliant minds – international math Olympiad medal winners, top technical university graduates – were drawn into HFT. "They're stuck in the same golden handcuffs," he observed, "getting paid too much basically and they don't want to leave. Quant finance has sequestered a lot of very talented people in an industry that basically adds no value to the world and that was really the source of the guilt." He felt he was "wasting his life."

He noticed a common sentiment among his colleagues: "Almost nobody I spoke to said they would still be in the job in 5 years time. A lot of them were like 2, 3 years and I'll go do something else." Yet, many remained, trapped by the comfort of their immense salaries, failing to re-evaluate their path.

A Burning Desire for Change: The Genesis of QFEX

Annanay Kapila had a "burning desire to improve the markets" because he had witnessed their flaws firsthand. He pondered: "If the aim really is to make markets more efficient, why don't you just improve the nature of the market and improve the nature of the design so that high frequency trading firms don't make all this money which they're just extracting from investors and the market just becomes fairer that way?"

The idea for QFEX, a 24/7 global stock exchange, began to crystallize even before the high-profile rise and fall of FTX. Kapila acknowledges FTX's innovation despite its founder's actions: "I think on the innovation side is a very successful company. A lot of the product that they made was actually really good." This reinforced his belief in the potential for a new, digitally native exchange.

Towards the end of his time at Tower, several life events aligned, prompting him to consider building a startup. He pitched his idea to his best friend and now co-founder, Josh, who worked on the engineering side at Citadel. Josh, despite his background, was struck by the simplicity and power of the concept: "This is so obviously like a better market design that there no way it doesn't exist in 5 or 10 years time, right? And either the incumbents get their act together or we do it." Josh agreed, leaving his own prestigious job at one of the world's top hedge funds.

The Entrepreneurial Leap: From Quant to Founder

Leaving a job where he was earning millions was not a decision taken lightly. Kapila had saved "a lot of money," ensuring he wouldn't be under immediate financial pressure. Once that security was in place, he felt ready to embark on what he wanted to be his "life's work." He left his highly lucrative position, questioning, "Can anything really go wrong if I spend, you know, 2, 3, 4, 5 years of my life, let's say, and things don't really work out?"

The duo applied for funding from Y Combinator, the renowned startup accelerator. Kapila vividly recalls the moment Josh called him while he was watching an opera in Austria: "Oh, we got an interview. We got an interview. We have to come." He flew back to London the same day. YC's approach, he explains, isn't about the probability of success, but whether the probability is "bigger than zero." If it's a "huge idea" and you're a "good team," they'll fund you. For Kapila, QFEX was unequivocally a "zero or huge" proposition – "it's not like a 10 mill business... It's either zero or huge."

The very next day, they received an offer from YC. With funding secured, the real work began, but building in fintech presents unique challenges. "You can't launch something and if it breaks, sorry to your customers, right? That's like a real breach of trust."

Their hardest day, ironically, came during YC. Pressured by partners to launch early for user feedback, they deployed an internal version of the exchange. Jet-lagged and working at 3 AM, Kapila received a frantic call from Josh: "Oh man, the exchange has blown up." Users who were given $100 to play with suddenly showed balances of plus or minus a million dollars. They spent the entire day reconstructing what happened, reimbursing users, and taking their first loss as a company. This incident, though small-scale, was a stark lesson in the "gravity of the situation." Building a "24/7 perfect fully available system" meant contending with everything from "a lightning bolt" to "fire in the data center." They didn't sleep properly for days, acutely aware that a similar failure in a live environment would be "game over."

Redefining Value: QFEX's Vision for a Level Playing Field

QFEX's core mission is to create a level playing field for all traders. Kapila likens their approach to Stripe, which "really reduced the frictions when it comes to doing payments." QFEX aims to do the same for trading. "Our pricing is completely transparent," he states. "We don't make money from this like profit share agreement. We just make money from fees. Our fees are as low as possible. We actually give a lot of our fees back to users if you kind of refer your friends or whatever." By consolidating the functions of an exchange, brokerage, and clearing house into a single, efficient platform, QFEX seeks to eliminate the hidden costs and inefficiencies that currently plague the market.

The potential impact is massive. "So much money trades through financial markets... that even if you make small improvements, they have massive downstream impact."

Kapila also reflects on the cultural shift he observed living in San Francisco compared to London or New York. In traditional financial hubs, "everything's about money." In Silicon Valley, however, "people really, I think, don't talk about that as much or don't think about it as much. They're much more concerned with, you know, impact, that kind of thing." This mindset resonated deeply with his own evolving values.

Ultimately, Annanay Kapila believes the best founders see their company as their "life's work," their "legacy." For him, it's "more than just money." He's reached a stage where he's no longer just thinking about personal wealth, but about being "the change in the world that we want to see."

His journey offers a powerful lesson, especially for young people: "Is this what you want to tell your kids that you spent your life doing? Do you think this job will still be around in 5, 7 years time? If you're still a young person, you should be optimizing for learning and optimizing for growth, not optimizing for how much money you're making right now." Annanay Kapila’s story is a compelling call to break free from the golden handcuffs and pursue purpose, even when it means walking away from billions.

Based on "Introducing Monologue Notes: For Builders, Makers, Doers" from Every Watch the original video

Taming the Torrent: How Monolog Notes Transforms Fleeting Ideas into Lasting Impact

In an age defined by constant connection and information overload, our minds are fertile grounds for innovation. Ideas spark at the most unexpected moments – during a morning commute, in the quiet hum of a coffee shop, or amidst the bustle of a busy meeting. Yet, this very same world, with its incessant demands and endless distractions, also poses a significant threat to these nascent thoughts. They are, by nature, fragile, fickle, and notoriously hard to capture before they vanish into the ether, often taking with them the potential for groundbreaking creations.

This profound challenge, the struggle to harness the raw power of inspiration before it dissipates, is precisely what Monolog Notes was built to solve. It's an innovative platform designed not just to log information, but to empower the very individuals who shape our world: the builders, the makers, and the doers.

The Ephemeral Nature of Inspiration

Consider the modern professional, the entrepreneur, the artist, or the engineer. Their days are a whirlwind of tasks, discussions, and problem-solving. A brilliant insight for a new product feature might strike during a shower, or a crucial detail for a project might emerge from a casual conversation. Without an immediate, reliable means of capture, these valuable fragments of thought are often lost. We've all experienced that frustrating moment of trying to recall a "brilliant idea" that felt so clear just moments ago, only to find it elusive.

The "noisy world" doesn't just mean external sounds; it refers to the mental clutter, the constant stream of emails, notifications, and competing priorities that vie for our attention. In this environment, an uncaptured idea isn't just forgotten; it represents a missed opportunity, a potential innovation that never saw the light of day. Traditional methods – sticky notes, scattered notebooks, or disparate digital apps – often create more chaos than clarity, failing to provide the unified, dependable system needed to safeguard our most valuable intellectual assets.

Introducing Monolog Notes: Your Digital Sanctuary

Monolog Notes emerges as a direct response to this widespread predicament. Its core mission is elegantly simple yet profoundly impactful: to capture anything, anywhere. This isn't just about typing notes; it's about creating a seamless bridge between your fleeting thoughts and a robust, organized repository. Whether it’s a sudden flash of inspiration for a new business venture, critical action items from a client meeting, or a personal reflection that could fuel a creative project, Monolog Notes acts as a digital sanctuary where these elements can be securely stored.

The beauty lies in its ubiquitous accessibility. The platform is engineered to be instantly available across all your devices. This means that whether you're brainstorming on your laptop, jotting down a quick reminder on your phone, or reviewing meeting minutes on your tablet, your entire ecosystem of ideas, notes, and discussions remains perfectly synchronized. There’s no more emailing notes to yourself, fumbling with file transfers, or losing context as you switch between tools. Every piece of information is where you need it, when you need it.

The Seamless Flow from Thought to Action

The true power of Monolog Notes lies in its ability to facilitate a singular, uninterrupted flow: from the initial spark of an idea all the way to its tangible execution. For many, the journey from conception to completion is a fragmented one, riddled with friction points. An idea might be captured in one app, developed further in another, and then tasked out in yet another. This disjointed process often leads to lost momentum, duplicated effort, and a diluted vision.

Monolog Notes collapses these separate stages into a cohesive experience. By ensuring that your notes, thoughts, and plans are always synced and accessible, it eliminates the mental and logistical hurdles that typically impede progress. Imagine capturing a detailed meeting summary on your desktop, then seamlessly transitioning to your phone during a commute to add follow-up tasks, and finally returning to your tablet to review and delegate those tasks to a team. This fluidity means less time managing tools and more time focused on building, creating, and doing. It transforms the often-arduous path from abstract thought to concrete outcome into a smooth, intuitive progression.

For the Architects of Tomorrow: Builders, Makers, Doers

Monolog Notes isn't a generic note-taking app; it's a specialized tool for a specific kind of individual. The "builders, makers, doers" are the driving force behind innovation and progress. They are the entrepreneurs launching startups, the designers crafting new experiences, the engineers developing cutting-edge technologies, the artists bringing new visions to life, and the project managers orchestrating complex initiatives.

These individuals share a common need: a reliable system that can keep pace with their dynamic thought processes and ambitious goals. They require a tool that respects the iterative nature of creation, allowing ideas to evolve and mature without the risk of being forgotten or fragmented. Monolog Notes empowers them by:

In essence, Monolog Notes becomes an extension of their creative and strategic minds, a reliable partner in their relentless pursuit of turning abstract concepts into tangible realities.

Unlock Your Potential

In a world that constantly bombards us with information and demands, the ability to capture, organize, and act upon our ideas is more crucial than ever. Monolog Notes offers a compelling solution to this fundamental challenge, providing a streamlined path from the initial spark of inspiration to the successful completion of a project. It’s more than just a note-taking application; it’s a catalyst for innovation, designed to empower the very individuals who are busy shaping our future.

For those who build, make, and do, the opportunity to transform fleeting thoughts into lasting impact is now within reach. Discover the difference a truly unified and accessible idea capture system can make.

Try notes in Monolog today and unleash your full potential at monolog.to.

Based on "How Iranians See the War" from New York Times Podcasts Watch the original video

The Unheard Voices of Iran: Hope, Despair, and the Price of Change

When the drums of war beat loudest, and the world's attention fixates on missile strikes and political rhetoric, the voices of ordinary people often fade into the background. This was starkly evident during a hypothetical period of intense conflict between the United States, Israel, and Iran, where President Trump's pronouncements swung from calls for Iranians to rise up against their government to threats of annihilation. Yet, amidst the chaos and the communication blackouts, a deeper, more nuanced story of the Iranian people's sentiments lay hidden, a complex tapestry woven from decades of history, struggle, and deeply personal aspirations for their nation's future.

A New York Times journalist, Clare Tennis, embarked on a perilous quest to uncover these unheard perspectives. Her journey into the digital darkness of a nation under siege revealed not a monolithic view, but a profound division in how Iranians perceive external intervention, the efficacy of protest, and the ultimate path to freedom.

The Communication Chasm: Breaking Through the Silence

In the initial days of the hypothetical conflict, reaching anyone inside Iran was an extraordinary challenge. The Iranian government had imposed a near-total internet blackout, effectively severing 99% of its citizens from the outside world. "Days have passed without word from family and friends," the journalist recounted, highlighting the digital isolation. Messages sent to nearly a hundred residents of Tehran, the site of the heaviest bombing, went unanswered, not because people didn't want to talk, but because they simply couldn't.

The few who managed to break through this digital wall did so through workarounds: expensive VPNs, or satellite communication devices like Starlink, affording them mere minutes of connectivity. Even then, the danger of speaking to an American journalist was immense, with phone calls potentially monitored by the regime. Yet, a handful of brave individuals risked everything to share their stories, offering a rare glimpse into a nation grappling with an existential crisis.

A Nation Under Fire: Divided Reactions to War

As bombs fell and the Supreme Leader Ayatollah Ali Khamenei was reportedly killed in an air strike, reactions among Iranians were deeply polarized. Many of those critical of the regime, a vast majority of the population, initially felt a surge of optimism. "People in the streets... were chanting slogans and making the victory sign saying military help from Israel and United States. It's here. It finally happened. They are here," one voice memo revealed. For them, the external military action represented a long-awaited catalyst for change, a hope born from decades of unfulfilled internal struggles.

Conversely, regime supporters expressed anger and grief. Some pledged to fight against the "American and Israeli invaders," with one reporting chants of "death to Trump." This stark division underscored the complex loyalties and ideological trenches that had long existed within Iranian society, now exacerbated by the immediate threat of war.

President Trump's call for Iranians to rise up against their government, however, largely fell flat. Even those opposed to the regime recognized the suicidal nature of such an act. "One source told me her friend's daughter was shot and killed on the street by what she described as pro-regime forces," the journalist shared, painting a grim picture of the immediate consequences of open defiance. The reasons for this inaction ran deeper than immediate danger, rooted in decades of experience with resistance and the brutal suppression that followed.

The Desperation for War: C's Journey from Doubt to Despair

To understand these deeper currents, the journalist turned to two individuals whose lives encapsulated the profound ideological fault lines within Iran. One, whom we'll call C, had left Iran just days before the war erupted, finding himself stranded in Europe, watching his homeland burn from afar.

C was born in the late 1980s, a decade after the Islamic Republic was established. His childhood in the outskirts of Tehran was steeped in the regime's ideology, where chants of "death to America" and "death to Israel" were commonplace. Yet, even as a child, C found himself questioning these narratives. "I wondered why they are chanting these slogans. Why we are doing this?" he recalled, describing these early doubts as the "starting point to questioning the whole system."

His quiet rebellion was fueled by clandestine glimpses into Western culture – listening to Queen and the Bee Gees with his father, watching American movies, and finding solace in an anime adaptation of Anne of Green Gables. He saw similarities between Westerners and Iranians, dismantling the enemy narrative. "Everything they told us from the beginning was a big lie," he concluded.

At 13, in a desperate act of defiance, C spray-painted "Death to Khamenei" on a neighborhood wall, a "kind of revenge" for the regime's perceived ruin of his life. This act of protest, initially terrifying, brought a sense of relief and a realization that he was not alone. He joined mass protests, seeing them as a "French Revolution" in the making, believing that "if enough people showed up, change would be possible."

However, the brutal crackdown on nationwide protests in January, where security forces opened fire on demonstrators, shattering hopes and lives, fundamentally altered C's perspective. "It's unclear how many people were killed... One human rights organization estimates the number to be around 7,000," the report noted. Witnessing the massacre, C was shaken. "I saw people's faces. People like me, young people, beautiful people, people were fighting for a normal life... I thought I could be one of them."

This experience led C to a harrowing conclusion: "We couldn't find any other solution rather than war." His hope for external intervention wasn't born of bloodlust, but "out of desperation." As the war unfolded, he felt a grim optimism as key regime leaders were killed. Yet, the human cost was immense. His wife, still in Tehran, feared a nuclear strike and blamed those who had protested for the war's suffering. "You know this is on you that people are suffering from war. If you didn't protest, everything could be better. Some people would be still alive," she told him.

C, once again, found himself isolated in his conviction. "But I think this is the cost of getting rid of this regime and we have to pay it," he maintained, even as news of a ceasefire brought mixed feelings. Returning to Iran, he no longer believed in protest. His desperate hope now rested on the possibility that the ceasefire would fail, and external military action would resume to achieve what internal resistance could not.

The Power of Quiet Resistance: F's Philosophy of Internal Change

A contrasting perspective emerged from F, a 40-year-old book translator, musician, and self-described feminist. F's childhood was rooted in revolutionary fervor; her parents, teachers with modest incomes, were staunch supporters of the 1979 revolution and the subsequent Iran-Iraq War. Her father even fought on the front lines for eight months, and F recalled running to a dug-out safe place in the garden during air raids.

Growing up, F was deeply religious, excelling at Quran recitation in school, where she competed nationally. Yet, her path diverged significantly during her engineering studies, where she found herself surrounded by boys and developed a strong sense of female identity. She began to question the religious doctrines, eventually stopping prayers and abandoning the hijab.

Like C, F participated in mass protests, joining the "Green Movement" in 2009 against a disputed election. However, the brutal crackdown that followed, killing dozens and arresting thousands, convinced her that overt rebellion was futile. "I realized that this is not the way. It will not work. It will make things worse," she concluded.

F's chosen path became one of "quiet resistance," focusing on "changing people's mindset" from within. This meant modeling the Iran she wished to see in her own life, through subtle acts of defiance: wearing longer, slightly more revealing blouses, or incorporating the right to divorce into her marriage contract. "If I can little by little change this part of the society which is very conservative and religious... let's just get along with each other. This is the best way I think for Iran," she articulated.

Her most profound act of resistance came through music, a passion forbidden to women as solo performers. F, who as a child only heard her mother hum quietly, began singing traditional Persian music at home, then at parties, and eventually planned a solo concert. She knowingly pushed boundaries, preparing to be arrested, but her concert, featuring songs about women's movements, went off without a hitch. "It was historical. I'm telling you, it was really something historical," she recounted, seeing it as evidence that internal resistance worked.

When the hypothetical war began, F opposed it unequivocally, despite being critical of the regime and even feeling a momentary happiness at Khamenei's reported death. Her deep love for Iran meant she would rather live a "hard life with meaning" there than an "easy life empty" elsewhere. She returned to Tehran even as the ceasefire was announced, embracing a philosophy of being "doomed to hope." For F, change would come like "greenery that grows on the corner of a sidewalk," persistent and resilient, even in the smallest, most unexpected spaces.

Two Paths, One Future?

The stories of C and F illuminate the profound ideological chasm within Iran regarding the path to national transformation. C, scarred by the futility of internal protest, desperately clung to the hope of external military intervention, believing the cost of war was a necessary evil for freedom. F, equally critical of the regime but disillusioned by the violence of protest, advocated for a gradual, internal cultural shift, believing that meaningful change must emanate from within society itself.

Both individuals, despite their vastly different approaches, shared a deep yearning for a better Iran, free from the oppressive grip of the regime. Their narratives underscore the immense human cost of political deadlock and the agonizing choices individuals are forced to make when caught between a repressive government and the specter of foreign intervention.

As the ceasefire held, the future of Iran remained uncertain. Yet, the resilience of its people, whether through desperate calls for war or quiet acts of defiance, continued to manifest. Their voices, once silenced by blackouts and fear, offer a powerful testament to the enduring spirit of a nation grappling with its identity, its destiny, and the complex, often contradictory, meanings of hope and freedom.