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Brivael Le Pogam
@brivael
Argil AI (YC S24) CEO&CTO. My book : Freedom fighter.
1.1K Following    250.6K Followers
After DOGE, Elon came to a conclusion most people missed. He tried to reform the state from the inside. He failed. And he said it plainly: the government can't fix its own deficit. Nobody in power actually wants to cut. The machine protects itself. So he drew the only logical conclusion. If the state can't be reformed, there are only two ways this ends. Either global bankruptcy. Debt keeps compounding, interest payments eat the budget, and the system collapses under its own weight. Or robots. AI and robotics grow the economy so fast that the debt becomes manageable, and abundance makes the old fights over scarcity irrelevant. Here's the part almost nobody sees. For two centuries, capitalism has had a marketing problem. Its gains are real but slow and invisible. 2% growth a year doesn't feel like anything. Your life gets better over 30 years and you never connect it to the system that did it. Meanwhile, the left's promises feel immediate and concrete: a check, a subsidy, a benefit. That's why the left wins on promises even when it can't deliver them. Capitalism produces the wealth, socialism takes the credit. Robots break that asymmetry. When productivity doubles in a few years instead of a few decades, people will see it. Things get cheaper, services get better, opportunities appear, in real time. For the first time in history, people will connect capitalism and their rising standard of living directly, almost instantly. The causal chain becomes visible. And that changes everything politically. So there are two scenarios. Scenario one: we stay in the current inertia. No breakthrough, or a breakthrough we regulate to death. The debt wins. Living standards stagnate, then fall. A frustrated electorate turns to whoever promises the most, and that pushes toward a hard collectivist left. But collectivism fails, as it always does. And when it fails, the most organized, most disciplined collectivist force left standing isn't the old left. It's radical Islamism. Bankruptcy, then communism, then something worse. Scenario two: robots win. Abundance arrives, and it arrives visibly. The link between free enterprise and prosperity becomes obvious to everyone. And this is the key point: it becomes obvious to everyone, including the minorities the left was counting on. Because their long-term incentive is the same as everyone else's. A kid in the suburbs gains infinitely more from a booming, abundant West than from a bankrupt state handing out promises it can't keep. Abundance is the most powerful integration machine ever built. That's the Western renaissance. The West doesn't need to win the culture war by arguing. It needs to win it by delivering. And for the first time, it has the technology to deliver fast enough for people to notice. The race isn't left vs right anymore. It's robots vs bankruptcy.
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One day, people will trace almost every ill of our time back to a single root cause. Not capitalism. Not social media. Not AI. Something much gentler. Much nicer. An idea we've been taught as a moral given since the end of World War II: "Let's centralize, for the common good." That's social democracy. And it works in three stages. First, the intention. It's pure. Nobody wakes up wanting to ruin a country. People want to protect, equalize, secure. Who could be against that? Then, centralization. To do good at scale, you need a center that decides. A ministry, an agency, a regulation, a form. You take the decision away from the people who actually know, the doctor, the teacher, the founder, the mayor, the family, and hand it to people who see everything from above. Except from above, you see nothing. Hayek showed it in 1945: useful knowledge is dispersed, local, tacit. No bureau can aggregate it. The center decides blind. Finally, corruption. Not the envelope-under-the-table kind. A systemic corruption, far deeper. When the system fails, it never questions itself. Every failure becomes proof it needed more resources. Hospitals struggling? More budget, more layers. Schools falling behind? Another reform, run from even higher up. Housing shortage? More rules, more subsidies, which push prices up. Failure feeds the machine that produced it. And the machine changes its nature. It stops rewarding those who create value and starts rewarding those who capture it. The grant-application experts, the rents, the protected statuses, the lobbies. The people who decide never pay for their mistakes. Taleb calls it the absence of skin in the game. I call it the engine of decline. Look at France. Public spending at 57% of GDP, versus 49.5% on average in the EU. 43.6% of GDP taken in mandatory levies. Over €3.5 trillion in debt. And yet: hospitals at the breaking point, schools sliding, housing out of reach, and a country where nobody is happy. Not the people paying, not the people receiving. The paradox is complete: the more you spend, the more abandoned people feel. Because the money doesn't go to the service. It goes to the structure. Now connect the dots. Social anger? A promise that could never be kept. Brain drain? A country that punishes risk-takers. Collapse of trust in institutions? Institutions that promise everything and own nothing. Dependency? A system that needs you to need it. And globalism is the exact same mechanism at planetary scale. Not free trade, which is the opposite: millions of people exchanging without anyone's permission. I mean global governance. Same pure intention: peace, climate, safety. Same centralization: Brussels, Davos, supranational agencies, rules written thousands of miles from the people who live under them. Same corruption: every crisis becomes a reason to move more power up and further away from any voter. The national planner failed, so we built a bigger planner. One that's even blinder, and even harder to fire. Someone will say: "What about Sweden?" Exactly. Sweden nearly hit the wall in the early 90s, with public spending close to 70% of GDP. It got out by decentralizing: school vouchers, pension reform, competition inside public services. The Nordic model people sell you is a model that had the courage to reform itself. The worst enemy of freedom has never been the villain. It's the nice guy with a plan. The answer isn't to tear everything down. It's to give back. Give decisions back to the people closest to the ground. Give responsibility back to those who act. Give the right to fail back to those who build, and the duty to answer for results to those who spend. Subsidiarity over centralization. The builder over the planner. The 20th century believed the common good could be decreed from above. The 21st will rediscover that it's built from below.
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Having spent a long time watching Elon Musk, and having talked with him, I believe I understand what he understood before almost anyone else. And it's something every one of us needs to understand now. Western civilization is not one civilization among many. It is the one that gave the world freedom of thought, modern science and the dignity of the individual. And it is under attack. Not by peoples, but by ideologies that want it dead. If it dies, the world will not become more just. It will become poorer, more brutal and darker. For everyone, including those who hate it. Why? Because civilizations are not interchangeable. We were told that any culture could be blended with any other, like mixing colors, and that the result would always be harmonious. It isn't true. A society where women are equal to men cannot coexist without friction with a worldview in which a woman's testimony is worth half a man's. A society where you can criticize God, change your religion or have none cannot absorb, without fracturing, a worldview in which apostasy is paid for with your life. Every people has its own genius and moves at its own pace. But not all values are equal, and you cannot build a nation on laws that contradict each other. Saying so is not racist. Racism is about blood. I am talking about laws, customs and values. And those values belong to no race: a Japanese, a Senegalese or an Iranian can make them his own, and millions have. That is exactly why they are worth defending. Let's remember where they come from. It all begins in Greece. In Athens, for the first time, men decide that truth does not descend from a throne but is sought through reason, and that a city governs itself through debate. Socrates chooses death rather than give up thinking freely. At Salamis, a handful of free cities stops the greatest empire in the world. Then comes Rome. Rome invents law that binds everyone, the citizen who holds rights, the Republic. And one immense idea: you can become Roman without being born Roman. You become Roman by adopting its laws. Christianity adds the most revolutionary idea in history: every human being, slave and emperor alike, has infinite worth. Then France. The cathedrals, those ships of stone our ancestors built over centuries for descendants they would never see. Descartes, Pascal, Voltaire. The Declaration of the Rights of Man. And Napoleon, who gives France the Civil Code, the lycées, and one simple principle: careers open to talent. Murat, the son of an innkeeper, ends up a Marshal of the Empire and King of Naples. The Civil Code spreads across much of Europe and still shapes the law of dozens of countries today. And this civilization goes on to abolish slavery, which had been practiced on every continent since the dawn of time, to push back the plague, smallpox and the night itself, and to set foot on the Moon. Peoples of the West, be proud of this history. Proud does not mean blind. Every civilization has committed crimes: conquest, slavery, war. Ours is the one that went furthest in examining its own faults, to the point of abolishing what it had once practiced. This capacity to question itself is its greatest strength. And that is exactly the strength now being turned against it. Because for decades, this magnificent system has been getting hacked. Not by an army. By an alliance of two forces that have nothing in common except one enemy: us. The first is communism. It lost the economic war, lost the Cold War, lost history's verdict with its tens of millions of dead. But it never lost the universities. It survived by changing costumes: class struggle became the struggle of the oppressed against their oppressors, and the West was declared guilty of everything. It taught our children to be ashamed of their ancestors, their borders and their culture. It is the root cause, because before you can bring down a civilization, you have to take away its will to defend itself. The second is political Islam. I am not talking about Muslims, many of whom came here precisely to escape this ideology and are its first victims. I am talking about a political project that wants to place religious law above civil law. It has no doubts. It feels no shame. It rushes into the void the first one dug. One disarms. The other advances. And let no one on the left believe they will stay in control. History has already staged this play. In 1978, Michel Foucault was enthusing over the Iranian revolution. Iran's communist party, the Tudeh, backed Khomeini and called on Iranians to vote for his Islamic constitution. By 1983, its leaders had been arrested, the party banned, and its chiefs paraded on television to confess their “crimes.” In 1988, thousands of political prisoners were executed, communist activists among them. The second always ends up devouring the first. Useful idiots are only useful for a while. So here is my call to every Western people. To the French, the Italians, the Poles, the Germans, the Spanish, the Americans, to all of you. We are at a turning point. What we do in the next ten years will decide what our grandchildren are allowed to say, believe, write and love. I am not asking you to die for the West. I am asking you for something harder: to live for it. Learn its history and pass it on. Have children. Speak without fear, even when they call you every name in the book. Vote, get involved, run for office. Build companies, schools, factories, families. Refuse the shame they are trying to inject into you. And stop surrendering anything that makes us who we are: freedom of thought, equality before the law, the dignity of every person. The historian Arnold Toynbee understood it: civilizations are not murdered, they commit suicide. And those who think they can let the West fall without paying the price should remember the Iranian communists. They helped tear down what they despised, and then they were next. The Greeks at Salamis were outnumbered. They won because they knew what they were defending. We are the heirs of Athens, Rome, Notre-Dame and the Civil Code. It is no accident that the rockets that will carry humanity to Mars are being built in a free civilization. It is time to prove ourselves worthy of what we were given. The West is worth defending. And no one will defend it for us.
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Super true
“Thinking is difficult, that’s why most people judge.” - Carl Jung
I don't think people realize the world we're entering. We're entering the era where making an edited video is as easy as writing a tweet or putting together a PowerPoint. For 20 years, video was reserved for those with the budget, the team and the time. A shoot, an editor, three weeks of back-and-forth for 90 seconds of content. That's over. And it changes everything. In a world where AI makes any product copyable in a few weeks, there's only one real moat left: distribution. Tech is getting commoditized. Features get cloned. Code writes itself. What can't be copied is attention. Trust. An audience that listens to you because you have a singular angle and you defend it every single day. And that angle gets built on social. Not with ads. Not with press releases. With a voice, a vision, and volume. The problem is that most founders have things to say but neither the time nor the desire to become a production studio. That's exactly why we built Argil. Our mission: turn any founder, any company, into a media. You bring the angle and the conviction. Argil handles the rest. The companies that win the next decade won't necessarily be the ones with the best product. They'll be the ones everyone listens to.
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True
The damage these two ghouls have done to Europe is incalculable.
Take combination and you got EU leaders
"The only thing more dangerous than ignorance is arrogance" *- Albert Einstein
Christine Lagarde is leaving the ECB. Even her exit is planned: leave before the 2027 French election so her successor gets picked before voters have a say. Let's use the moment to ask the real question: what is this job even for? One person, in a tower in Frankfurt, sets the price of money for 350 million Europeans. The single most important price in the economy, the one every other price depends on, decided by a committee. We call it "monetary policy." If we did the same thing with the price of bread, we'd call it Gosplan. That's Europe's real problem. It's a central planning project, and like every communist project, it rests on one belief: that the economy is a machine you can steer with levers, rates, regulations and directives, as long as you have enough technocrats and enough models. Macroeconomics as practiced in Brussels and Frankfurt is that illusion dressed up as science. Look at the results. Stagnant growth, industry leaving, purchasing power melting, savers wiped out by inflation, overindebted states propped up by the printing press, social anger, insecurity. This isn't a string of accidents. It's what happens when you replace millions of free decisions with a handful of central ones. Milton Friedman said it 50 years ago: inflation is always and everywhere a monetary phenomenon. It doesn't fall from the sky, it comes out of central banks. He distrusted central bankers so much that he proposed replacing them with a computer that would grow the money supply at a fixed rate, no discretion, no "steering." I'd go further. Creating money out of nothing distorts every price at once. Prices are the information that lets an economy function. Falsifying them is lying to everyone at the same time. It should be banned. And the good news is this system is about to become obsolete. What Elon is building, AI, robots, energy, payments, is an economy of abundance where productivity pushes prices down faster than any committee can manipulate them. When the cost of production collapses, the power of those who control money collapses with it. Lagarde is leaving. The next one should be the last.
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I have just informed my colleagues that I will step down as @ECB President on 7 February 2027. It has been a source of great pride to serve this institution. I thank all of those who have supported me on this journey over the past seven years.
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I think @elonmusk might be on to something. Good post and video.
true
The suit and tie are the uniform of the Lie They are meant to make liars look like serious, respectable people. The bigger the liar, the more expensive their navy suit. It was not always so. Two centuries ago, men gave up lace and silk for the plain dark suit. It said: I am serious, I work, you can trust me. That is exactly why the Lie wears it today. Counterfeiters do not copy Monopoly money. They copy the dollar. Results need no costume. The man who lands rockets wears a T-shirt. The man who has never built anything needs the tie. The less reality checks your work, the more you have to look the part. I stopped wearing suits and ties over 20 years ago, except at weddings, where they are just a costume to make the day look exceptional and grand. A costume is honest when everyone knows it is one.
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Nobody told you that wanting clean water and wanting cities on Mars are not opposites. Nobody told you that the clean water you drink came from dams, pipes, pumps, chemistry and cheap energy. From builders. Nobody told you that since 1990, 2.6 billion people gained access to safe drinking water. Not thanks to slogans. Thanks to growth. Nobody told you that every species we've saved, we saved with money, science and technology that only rich, industrial societies can afford. Nobody told you, because the people who shape what you think made sure of it. Antonio Gramsci, an Italian communist writing from a prison cell in the 1930s, understood something the right forgot for a century: you don't take power by winning elections. You take it by winning culture. Schools, universities, media, art, the stories a society tells about itself. Win those, and politics follows. The left took that lesson seriously. They went on a long march through the institutions. And it worked. So everything you were told about deconstruction was wrong. Tearing down every structure didn't free you. It left you with nothing to stand on. Everything you were told about degrowth was wrong. Degrowth doesn't save the planet. It means poorer people, weaker societies, and less money to clean anything. Everything you were told about ambition being arrogance was wrong. Everything you were told about humans being a virus on the planet was wrong. Everything you were told about progress being the problem was wrong. So ask yourself honestly why the world feels like it's going wrong. It's not because we built too much. It's because we stopped building. We stopped building nuclear plants. We stopped building housing. We stopped building trains, dams, grids. We spent 40 years teaching kids to be ashamed of their own civilization, and now we're surprised they're anxious and hopeless. That's what "NOBODY wants a city on Mars. WE WANT TO LIVE!" really is. Not a cry for life. A Gramscian victory: a generation taught that wanting less is a moral position.
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Nonsense like this easily gets 6K likes. "NOBODY wants" Who does this guy think he is to speak for all of us? I want cities on Mars, humanoid robots, flying cars. We can have all these things. Having the first 4 doesn't mean we can't have the rest. People who propagate such ideas and are propagandizing the public against tech progress don't deserve to enjoy the fruits of the very progress they actively fought against. The irony is that these people will enjoy the benefits of AI, advanced medicine, longevity treatments (we need a lot of extra intelligence - AI, some of it in space, to solve aging), robotics, and abundance, even though they actively opposed the progress that made those things possible. Robots are one of the most crucial elements needed to achieve abundance faster. Why do I think that even a simple tweets like this aren't "innocent" and can have real consequences? Here's just one example. A mayor of some random city in the US, who hasn't given much thought to the subject, reads it. Then he or she see more similar tweets(algo will feed more similar anti AI messages and anti AI misinfo), and eventually tis person decide to block the construction of a data center near their town. That data center will ultimately be built somewhere else, but valuable time will be wasted. The additional intelligence it could provide will come online later. And intelligence coming online later means problems getting solved later instead of sooner. That's why this stuff matters.
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Mind-blowing when you think about what Grok bot is doing right now. 99.9% of people today live inside a circus. They spend 8 hours doing something that could literally be done by Grokbot in 5 minutes. Not "faster." Not "a bit more efficiently." 5 minutes instead of 8 hours. A 100x gap, sitting in plain sight, across almost every job on the planet. Most people still haven't noticed. Their bosses haven't noticed. Entire industries haven't noticed. That gap won't stay open forever. Right now, the few who see it get to live in a different economy than everyone else. This is the biggest arbitrage in the history of humanity. Version plus courte, si tu veux un one-shot plus sec : 99.9% of people spend 8 hours a day doing something Grokbot could do in 5 minutes. Most of them don't know it yet. This is the biggest arbitrage in human history, and the window is open right now.
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Communist
I have just informed my colleagues that I will step down as @ECB President on 7 February 2027. It has been a source of great pride to serve this institution. I thank all of those who have supported me on this journey over the past seven years.
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Your taste is the scarce asset. The execution is the commodity. AI is an incredible multiplier. But zero times anything is still zero. If there's no one in the loop, there's nothing to multiply.
I did almost 1 billion views with text. Now I'm going to do the same with video. Here's what I've learned so far. I spent 2 years trying to automate content with AI, especially video. I tried everything. The science behind hooks. Systems that ingest content that already performed and reverse-engineer why. Pipelines that generate, score, iterate. Prompt chains on prompt chains. Etc etc. The reality: When there's no human in the loop, it always sounds flat. It always reads as AI-generated. Every time. You can feel it in the first 3 seconds. The structure is right, the hook "follows the rules," the pacing is optimized, and it's still dead. Because there's no one behind it. No angle, no conviction, no taste. What actually works, and what I do on my own account, is completely different: Use AI to compress your time. Not to replace your judgment. The video I posted the other day did 5 million views. I spent zero time on the editing. And for the writing, I didn't prompt my way to a script. I recorded voice notes. My raw thinking, my angle, my taste. Then I turned those into the script with AI. That's the whole trick. The part that comes from you stays yours. The part that's pure execution gets compressed to near zero. The mistake everyone makes is trying to automate the wrong half. They automate the thinking and keep doing the editing by hand. It should be the exact opposite. Your taste is the scarce asset. The execution is the commodity. AI is an incredible multiplier. But zero times anything is still zero. If there's no one in the loop, there's nothing to multiply. Keep the human signal. Delete the human labor.
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I did almost 1 billion views with text. Now I'm going to do the same with video. Here's what I've learned so far. I spent 2 years trying to automate content with AI, especially video. I tried everything. The science behind hooks. Systems that ingest content that already performed and reverse-engineer why. Pipelines that generate, score, iterate. Prompt chains on prompt chains. Etc etc. The reality: When there's no human in the loop, it always sounds flat. It always reads as AI-generated. Every time. You can feel it in the first 3 seconds. The structure is right, the hook "follows the rules," the pacing is optimized, and it's still dead. Because there's no one behind it. No angle, no conviction, no taste. What actually works, and what I do on my own account, is completely different: Use AI to compress your time. Not to replace your judgment. The video I posted the other day did 5 million views. I spent zero time on the editing. And for the writing, I didn't prompt my way to a script. I recorded voice notes. My raw thinking, my angle, my taste. Then I turned those into the script with AI. That's the whole trick. The part that comes from you stays yours. The part that's pure execution gets compressed to near zero. The mistake everyone makes is trying to automate the wrong half. They automate the thinking and keep doing the editing by hand. It should be the exact opposite. Your taste is the scarce asset. The execution is the commodity. AI is an incredible multiplier. But zero times anything is still zero. If there's no one in the loop, there's nothing to multiply. Keep the human signal. Delete the human labor.
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There's a huge debate right now around AI video agents. Which model wins, which workflow, whether editors are going away, whether video editing software is dead. I think most people are looking in the wrong place. Here are my two axioms. Axiom 1: everything that can be expressed as data will get cracked. Or already has been. Editing, captions, b-roll, pacing, voice, avatars, color grading. The moment a craft can be described, measured and labeled, it ends up inside a model. It's not a question of if. It's a question of months. Betting your company on "we make the best captions on the market" is betting against the curve. Axiom 2: the real problem today isn't generation anymore. It's ontology. The models are here. The tools are here. The problem is how you orchestrate them to produce a video that's actually good, not just technically correct. An ontology, concretely, is three things. → How the elements of a video are expressed, stored and passed to models. A scene, a shot, a hook, a brand, a tone, a character. If an agent can't read your video as a structure, it can't work on it. It can only regenerate it. → Having the right system of record. The place where the truth lives: your assets, your brand guidelines, your characters, your history, what performed and what flopped. Without it, every agent starts from zero on every run. → Making sure users don't reinvent the wheel locally every single time. Right now everyone is hacking together their own prompts, templates and workflows in their corner. That's knowledge dying on a hard drive. Good ontology: agents understand what they're manipulating. Bad ontology: you have the best models in the world and you still ship generic videos. And this is where it gets interesting for the future of SaaS, especially in AI video editing. Tomorrow's SaaS isn't an interface full of buttons. Agents don't need buttons. It's two things. A system of record that agents can work with. A base where the video, the brand, the characters and the style exist in a form any agent can read, modify and compose. The ability to build the last 5 to 10%. The first 90% is going to be commoditized, that's axiom 1. What's left is taste. Singularity. The thing that makes your video look like you, and not like the average of the internet. And that last 5 to 10% is an infinite problem. There will never be a "solved." Taste moves, formats move, audiences get bored. Every time the average goes up, the gap that matters shifts. That's exactly why it's where you should build. Last piece: plug all of it into other bots. Your video agent won't live alone. It needs to talk to your marketing agent, your CRM, your distribution agent, your analytics. Video becomes a living object in a graph of agents, not an .mp4 you export and forget. To sum up: Models will crack everything, so value leaves generation. Value moves to ontology: how you represent, store and share video knowledge. The winning SaaS is an agent-native system of record, tools for the last 5 to 10% of taste, and native connection to the rest of the agent ecosystem. That's exactly what we're building at Argil.
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There's a huge debate right now around AI video agents. Which model wins, which workflow, whether editors are going away, whether video editing software is dead. I think most people are looking in the wrong place. Here are my two axioms. Axiom 1: everything that can be expressed as data will get cracked. Or already has been. Editing, captions, b-roll, pacing, voice, avatars, color grading. The moment a craft can be described, measured and labeled, it ends up inside a model. It's not a question of if. It's a question of months. Betting your company on "we make the best captions on the market" is betting against the curve. Axiom 2: the real problem today isn't generation anymore. It's ontology. The models are here. The tools are here. The problem is how you orchestrate them to produce a video that's actually good, not just technically correct. An ontology, concretely, is three things. → How the elements of a video are expressed, stored and passed to models. A scene, a shot, a hook, a brand, a tone, a character. If an agent can't read your video as a structure, it can't work on it. It can only regenerate it. → Having the right system of record. The place where the truth lives: your assets, your brand guidelines, your characters, your history, what performed and what flopped. Without it, every agent starts from zero on every run. → Making sure users don't reinvent the wheel locally every single time. Right now everyone is hacking together their own prompts, templates and workflows in their corner. That's knowledge dying on a hard drive. Good ontology: agents understand what they're manipulating. Bad ontology: you have the best models in the world and you still ship generic videos. And this is where it gets interesting for the future of SaaS, especially in AI video editing. Tomorrow's SaaS isn't an interface full of buttons. Agents don't need buttons. It's two things. A system of record that agents can work with. A base where the video, the brand, the characters and the style exist in a form any agent can read, modify and compose. The ability to build the last 5 to 10%. The first 90% is going to be commoditized, that's axiom 1. What's left is taste. Singularity. The thing that makes your video look like you, and not like the average of the internet. And that last 5 to 10% is an infinite problem. There will never be a "solved." Taste moves, formats move, audiences get bored. Every time the average goes up, the gap that matters shifts. That's exactly why it's where you should build. Last piece: plug all of it into other bots. Your video agent won't live alone. It needs to talk to your marketing agent, your CRM, your distribution agent, your analytics. Video becomes a living object in a graph of agents, not an .mp4 you export and forget. To sum up: Models will crack everything, so value leaves generation. Value moves to ontology: how you represent, store and share video knowledge. The winning SaaS is an agent-native system of record, tools for the last 5 to 10% of taste, and native connection to the rest of the agent ecosystem. That's exactly what we're building at Argil.
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i've spent an unhealthy amount of time on agentic video editing, here's everything i learned: video editing is 100% solved. we're pushing out hundreds of videos a day with agents and have replaced almost all of our editors drop every limiting belief you have about agentic editing, any style of creative is possible here are the best models for video editing right now: 1. GPT 6 Astra (best taste by far, but also the most expensive) 2. Opus 5.5 3. Gemini 4 Argon the best all around model is Opus 5.5 and don't waste your time on editing app MCPs like CapCut or DaVinci Resolve. they're slow and burn a ton of tokens compared to a custom workflow built for your specific use case all editing is moving to the terminal + organized file systems the most valuable (and most time consuming) part is having your best editors train your harness so it learns from its mistakes and can one-shot creatives your best editor becomes 100x more leveraged once you teach them how to use Opus 5.5 in their workflow and build skills around their process in 6 months most teams will be 1 creative engineer managing everything with agents what a time to be alive..
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