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you added a line, the problem went away, you left it there that was two models ago the model it was correcting retired last year, and the line is still executing, on a model that would have done, the right thing on its own nothing in the file says... show more

Lagosaur

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17,548 Aufrufe • vor 20 Tagen •via X (Twitter)

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the prompt got long, so you cut it down you cut the half only you could have written context looks like padding on the page and instructions look like rules, so the audience, the product, the environment, the quality bar went first, and the dated commands stayed now it is shorter and the answers come back generic, because a model with no context fills the gap with the safest thing it knows length was never what was wrong with it age was, and nothing in that file has a date on it

the prompt got long, so you cut it down you cut the half only you could have written context looks like padding on the page and instructions look like rules, so the audience, the product, the environment, the quality bar went first, and the dated commands stayed now it is shorter and the answers come back generic, because a model with no context fills the gap with the safest thing it knows length was never what was wrong with it age was, and nothing in that file has a date on it

Lagosaur

12,964 Aufrufe • vor 19 Tagen

you rewrote a line in your claude.md this week to get the tone right there is a longer document sitting in front of it, and you have never opened it every tool you connected shipped a description, and a description is not a label, it is prose in second person addressed to the model i printed one this morning: two thousand seven hundred and eighty one characters, with a section headed when to use this tool it tells the model what to reach for, and when to stop and think first you spent an afternoon on your voice a package you installed with npx spent a page on its, and its page is read before yours you are not configuring an agent you are the second author on a document you have never read

you rewrote a line in your claude.md this week to get the tone right there is a longer document sitting in front of it, and you have never opened it every tool you connected shipped a description, and a description is not a label, it is prose in second person addressed to the model i printed one this morning: two thousand seven hundred and eighty one characters, with a section headed when to use this tool it tells the model what to reach for, and when to stop and think first you spent an afternoon on your voice a package you installed with npx spent a page on its, and its page is read before yours you are not configuring an agent you are the second author on a document you have never read

Lagosaur

10,009 Aufrufe • vor 7 Tagen

you added a line telling it never to claim work it did not do the claims got better worded nothing else moved, because you were not correcting a habit, you were asking it to check a record it does not have open in front of it the summary comes out the way yours, would at the end of a long day, from memory, confidently, in the shape the day was supposed to have honesty was never the missing piece nobody in that loop was reading the transcript, including the one writing about it

you added a line telling it never to claim work it did not do the claims got better worded nothing else moved, because you were not correcting a habit, you were asking it to check a record it does not have open in front of it the summary comes out the way yours, would at the end of a long day, from memory, confidently, in the shape the day was supposed to have honesty was never the missing piece nobody in that loop was reading the transcript, including the one writing about it

Lagosaur

14,198 Aufrufe • vor 15 Tagen

you added a second model to check the first one it never opened the repository what you handed it was the summary, so what it reviewed was a paragraph, and the paragraph was written by something fluent, which is why it reads as plausible two models agreeing about a sentence is not verification it is a second opinion on the writing give the reviewer a shell and the tests instead a verifier holding a paragraph is doing literary criticism

you added a second model to check the first one it never opened the repository what you handed it was the summary, so what it reviewed was a paragraph, and the paragraph was written by something fluent, which is why it reads as plausible two models agreeing about a sentence is not verification it is a second opinion on the writing give the reviewer a shell and the tests instead a verifier holding a paragraph is doing literary criticism

Lagosaur

28,855 Aufrufe • vor 18 Tagen

you told it to double check its work that is the line making it worse current models verify without being asked, so your instruction lands on top of behaviour that already happened, and what you get is the same task run twice, billed twice, reported at twice the length it reads like diligence it is a model doing a lap it had already finished every prompting guide ever written tells you to add that line on this generation you improve the output by deleting it

you told it to double check its work that is the line making it worse current models verify without being asked, so your instruction lands on top of behaviour that already happened, and what you get is the same task run twice, billed twice, reported at twice the length it reads like diligence it is a model doing a lap it had already finished every prompting guide ever written tells you to add that line on this generation you improve the output by deleting it

Lagosaur

14,678 Aufrufe • vor 21 Tagen

you wrapped the tool call in a try block and logged the error the model never found out the exception went to your log, the conversation got nothing, and nothing is indistinguishable from success so it kept planning around a file it believes exists, and wrote the summary of the run where the call worked one line of defensive code cost you twice it could not adapt to a failure it was never shown and the only thing that went wrong is the one thing your trace does not contain

you wrapped the tool call in a try block and logged the error the model never found out the exception went to your log, the conversation got nothing, and nothing is indistinguishable from success so it kept planning around a file it believes exists, and wrote the summary of the run where the call worked one line of defensive code cost you twice it could not adapt to a failure it was never shown and the only thing that went wrong is the one thing your trace does not contain

Lagosaur

18,563 Aufrufe • vor 15 Tagen

you added an mcp server because it was one line in a terminal and it was one line, that part was true what it was not is one line in the conversation every tool it brought came with a name, a schema and a paragraph of prose, and all of it is re-sent on every request you make until the session ends four ordinary servers on my machine this morning: forty eight definitions, eight thousand nine hundred tokens four and a half percent of a two hundred thousand window, gone before you typed a character you are not the person who installed four tools you are the person who prepends nine thousand tokens to everything he says nobody bills you for it it comes out of the room you had left to think in

you added an mcp server because it was one line in a terminal and it was one line, that part was true what it was not is one line in the conversation every tool it brought came with a name, a schema and a paragraph of prose, and all of it is re-sent on every request you make until the session ends four ordinary servers on my machine this morning: forty eight definitions, eight thousand nine hundred tokens four and a half percent of a two hundred thousand window, gone before you typed a character you are not the person who installed four tools you are the person who prepends nine thousand tokens to everything he says nobody bills you for it it comes out of the room you had left to think in

Lagosaur

13,488 Aufrufe • vor 7 Tagen

Dario Amodei keeps warning that open-source AI models are dangerous and need to be restricted. David Sacks David Sacks answered with a rhetorical question: "Dangerous to whom?" It was the sharpest thing said on the latest All-In The All-In Podcast. Not dangerous to the enterprise that wants to keep control of its own data. Open weights are what finally give that enterprise a choice. It is dangerous to Anthropic's business model. That model only works if customers have no real alternative at the model layer. So the safety argument starts to look like a moat argument wearing a lab coat. Line it up with the rest of the strategy. Dominate the layer everyone builds on. Launch Claude into science, security, legal, finance, and design, the verticals your own customers used to own. And campaign to restrict the open models that would hand those customers the exit. Here is the giveaway. When the person selling you safety also needs you to have no other option, you are not who is being kept safe.

Dario Amodei keeps warning that open-source AI models are dangerous and need to be restricted. David Sacks David Sacks answered with a rhetorical question: "Dangerous to whom?" It was the sharpest thing said on the latest All-In The All-In Podcast. Not dangerous to the enterprise that wants to keep control of its own data. Open weights are what finally give that enterprise a choice. It is dangerous to Anthropic's business model. That model only works if customers have no real alternative at the model layer. So the safety argument starts to look like a moat argument wearing a lab coat. Line it up with the rest of the strategy. Dominate the layer everyone builds on. Launch Claude into science, security, legal, finance, and design, the verticals your own customers used to own. And campaign to restrict the open models that would hand those customers the exit. Here is the giveaway. When the person selling you safety also needs you to have no other option, you are not who is being kept safe.

Fireside Alpha

10,037 Aufrufe • vor 2 Monaten

Kimi K3 dropped 3 days ago and i already used it to build my own PUBG the model that just took the number one coding spot on earth and it runs on a free tier no team no engine i just fed it free open models and assets that are already public and told it what i wanted it built the entire game itself the shooting the recoil the hit detection all of it came straight out of the model i barely wrote a line what youre watching here is the deathmatch mode and its already live battle royale is next im deep in it and the graphics get reworked right after i know it looks raw right now i wont pretend otherwise but the endgame is a build that runs perfect on phones and the moment its on mobile you drop ads in and it earns on its own the part that still gets me is my whole cost for this was a single subscription

Kimi K3 dropped 3 days ago and i already used it to build my own PUBG the model that just took the number one coding spot on earth and it runs on a free tier no team no engine i just fed it free open models and assets that are already public and told it what i wanted it built the entire game itself the shooting the recoil the hit detection all of it came straight out of the model i barely wrote a line what youre watching here is the deathmatch mode and its already live battle royale is next im deep in it and the graphics get reworked right after i know it looks raw right now i wont pretend otherwise but the endgame is a build that runs perfect on phones and the moment its on mobile you drop ads in and it earns on its own the part that still gets me is my whole cost for this was a single subscription

savip.

68,984 Aufrufe • vor 1 Monat

you numbered the steps so it could not get lost it does not get lost that list was written for a model that wandered, and this one plans better than the list does, so every number you added is a place where it is no longer allowed, to be smarter than you state the goal, the constraints, and how you will know it worked keep the numbers only where exactly one sequence is safe, which is deletes, auth and compliance the procedure felt like rigour it is a cage built to the dimensions of a model that is not in the room

you numbered the steps so it could not get lost it does not get lost that list was written for a model that wandered, and this one plans better than the list does, so every number you added is a place where it is no longer allowed, to be smarter than you state the goal, the constraints, and how you will know it worked keep the numbers only where exactly one sequence is safe, which is deletes, auth and compliance the procedure felt like rigour it is a cage built to the dimensions of a model that is not in the room

Lagosaur

14,857 Aufrufe • vor 19 Tagen

“Do not look at the American model. Build on what you have, improve what you have. Healthcare is a human right, that’s what it is. And that was established here in 1948!” Bernie Sanders hits the nail on the head we fight to save our NHS

“Do not look at the American model. Build on what you have, improve what you have. Healthcare is a human right, that’s what it is. And that was established here in 1948!” Bernie Sanders hits the nail on the head we fight to save our NHS

Keep Our NHS Public

619,093 Aufrufe • vor 3 Jahren

The Gaudreau family is back in South Jersey after the tribute to Johnny at the Olympics when the men’s hockey team won the gold medal “They were saying they played for John. It was just so moving and touching. It was hard for Guy and myself and Meredith. When they brought the kids on the ice, it was so emotional and moving. It was so wonderful that they would have that much respect for Johnny and Matty” “There’s a lot of emotions involved. Especially when you know your son worked extremely hard to be there, and probably would have been there, if he was still here. You kind of miss out on that.” “When my granddaughter and grandson went out, I cried, but I was happy that the world would recognize them as part of John. And if you look at them, they look like John! It was a really special thing.” The Gaudreau family is honoring the memory of their sons with their second annual 5K in Sewell, NJ on May 16

The Gaudreau family is back in South Jersey after the tribute to Johnny at the Olympics when the men’s hockey team won the gold medal “They were saying they played for John. It was just so moving and touching. It was hard for Guy and myself and Meredith. When they brought the kids on the ice, it was so emotional and moving. It was so wonderful that they would have that much respect for Johnny and Matty” “There’s a lot of emotions involved. Especially when you know your son worked extremely hard to be there, and probably would have been there, if he was still here. You kind of miss out on that.” “When my granddaughter and grandson went out, I cried, but I was happy that the world would recognize them as part of John. And if you look at them, they look like John! It was a really special thing.” The Gaudreau family is honoring the memory of their sons with their second annual 5K in Sewell, NJ on May 16

John Clark

652,617 Aufrufe • vor 6 Monaten

Liberation Day was an unforced error. There was no reason to do it. And then the Supreme Court ruled it was illegal. He did it anyway. We are now collecting tariff revenues that a court said cannot be collected. That is an illegal tax on the American people. And I need everyone to understand something the president keeps getting wrong deliberately: The foreign country does not pay the tariff. You pay the tariff. The American consumer pays the tariff. Every single time. This is poor management. Plain and simple. When you have genuinely good executive leadership — clear policy, defined objectives, competent execution — you get peace and prosperity. When you have policy where nobody can tell you what the end game is — where nobody in the room can draw you a straight line from here to there — you get chaos.

Liberation Day was an unforced error. There was no reason to do it. And then the Supreme Court ruled it was illegal. He did it anyway. We are now collecting tariff revenues that a court said cannot be collected. That is an illegal tax on the American people. And I need everyone to understand something the president keeps getting wrong deliberately: The foreign country does not pay the tariff. You pay the tariff. The American consumer pays the tariff. Every single time. This is poor management. Plain and simple. When you have genuinely good executive leadership — clear policy, defined objectives, competent execution — you get peace and prosperity. When you have policy where nobody can tell you what the end game is — where nobody in the room can draw you a straight line from here to there — you get chaos.

Anthony Scaramucci

56,222 Aufrufe • vor 5 Monaten

Elon Musk was asked what the economy looks like in ten years. He didn’t describe a boom or a crash. He gave a date. Musk: “Money won’t matter in 2036.” He isn’t predicting collapse. He’s predicting so much supply that accounting can no longer describe it. Musk: “You need the end effectors in the form of humanoid robotics.” End effectors. Hands. Every economy that ever existed was capped by the number of hands available and the hours inside them. That cap is most of human history. Famine was a hands problem. Empire was a hands problem. Slavery was the worst answer anyone ever gave to a hands problem. Musk: “you can go from intelligence manifesting itself only digitally to shaping atoms.” Intelligence has been stuck behind glass since the first computer. Every idea it ever had still needed human hands to carry it out. Musk: “you have a sort of a quasi-infinite economy.” The interesting part isn’t whether the abundance arrives. It’s what money turns out to have been. Not paper. Not a number in an app. A dollar is a claim on somebody else’s hours. Every price you ever paid was a bid on a piece of a stranger’s life. Every wage you ever earned was somebody bidding on yours. So “money won’t matter” is not a sentence about currency. It’s a sentence about need. If nobody has to buy your hours, the claim has nothing left to point at. Musk: “You want money for food, housing, transport, entertainment.” That list is accurate, and it is the smallest a person has ever been reduced to. A stomach and an address. Nobody has ever wanted only that. Under every paycheck was a second thing that never printed on the stub. Proof that a stranger somewhere needed something only you could give. The economy was the largest machine ever built for making strangers necessary to each other. The goods were the byproduct. Every ancestor of yours worked so the next one wouldn’t have to. Nobody ever wrote down what to do on the day someone finally didn’t. We already know what happens when the supply arrives and the necessity leaves. We have run it one person at a time for a century. The retired man with a full account and nothing waiting for him in the morning. The lottery winner who comes apart with every need met. Nobody in that condition was ever cured by more. Musk: “There’s no analogy or metaphor that I think illustrates the magnitude of change that we’re going to experience here.” He’s right, and it runs deeper than economics. Every era before this one organized itself around scarcity. Take scarcity out and there is nothing left to compare it to. Notice what abundance never touches. Anything that can be copied falls to zero. What remains is everything that can’t. Land. Rank. Being first. The attention of one specific person who could be spending it somewhere else. Abundance doesn’t kill money. It strips it down to the only things it was ever really buying. The goods, the services, the things we spent ten thousand years calling wealth, turn out to have been the easy part. So the question waiting in 2036 isn’t how you’ll get by. Provision is handled. It’s what you answer when nothing requires you and everything is given. Most of us were never chosen. We were needed, and needed was close enough to live on. That difference has never once been tested. Abundance is the test. Nothing will be missing. You will be.

Elon Musk was asked what the economy looks like in ten years. He didn’t describe a boom or a crash. He gave a date. Musk: “Money won’t matter in 2036.” He isn’t predicting collapse. He’s predicting so much supply that accounting can no longer describe it. Musk: “You need the end effectors in the form of humanoid robotics.” End effectors. Hands. Every economy that ever existed was capped by the number of hands available and the hours inside them. That cap is most of human history. Famine was a hands problem. Empire was a hands problem. Slavery was the worst answer anyone ever gave to a hands problem. Musk: “you can go from intelligence manifesting itself only digitally to shaping atoms.” Intelligence has been stuck behind glass since the first computer. Every idea it ever had still needed human hands to carry it out. Musk: “you have a sort of a quasi-infinite economy.” The interesting part isn’t whether the abundance arrives. It’s what money turns out to have been. Not paper. Not a number in an app. A dollar is a claim on somebody else’s hours. Every price you ever paid was a bid on a piece of a stranger’s life. Every wage you ever earned was somebody bidding on yours. So “money won’t matter” is not a sentence about currency. It’s a sentence about need. If nobody has to buy your hours, the claim has nothing left to point at. Musk: “You want money for food, housing, transport, entertainment.” That list is accurate, and it is the smallest a person has ever been reduced to. A stomach and an address. Nobody has ever wanted only that. Under every paycheck was a second thing that never printed on the stub. Proof that a stranger somewhere needed something only you could give. The economy was the largest machine ever built for making strangers necessary to each other. The goods were the byproduct. Every ancestor of yours worked so the next one wouldn’t have to. Nobody ever wrote down what to do on the day someone finally didn’t. We already know what happens when the supply arrives and the necessity leaves. We have run it one person at a time for a century. The retired man with a full account and nothing waiting for him in the morning. The lottery winner who comes apart with every need met. Nobody in that condition was ever cured by more. Musk: “There’s no analogy or metaphor that I think illustrates the magnitude of change that we’re going to experience here.” He’s right, and it runs deeper than economics. Every era before this one organized itself around scarcity. Take scarcity out and there is nothing left to compare it to. Notice what abundance never touches. Anything that can be copied falls to zero. What remains is everything that can’t. Land. Rank. Being first. The attention of one specific person who could be spending it somewhere else. Abundance doesn’t kill money. It strips it down to the only things it was ever really buying. The goods, the services, the things we spent ten thousand years calling wealth, turn out to have been the easy part. So the question waiting in 2036 isn’t how you’ll get by. Provision is handled. It’s what you answer when nothing requires you and everything is given. Most of us were never chosen. We were needed, and needed was close enough to live on. That difference has never once been tested. Abundance is the test. Nothing will be missing. You will be.

Dustin

39,098 Aufrufe • vor 1 Monat

NEW — Joe Rogan thanks God that Elon Musk bought Twitter, stopped the censorship, and pushed the internet toward free speech. "It was stunning to watch people not be outraged when information was getting out about people like Jay Bhattacharya and Martin Kulldorff getting silenced. Nobody was going, 'Hey, what's going on here? This seems really weird that you're removing posts from MIT and Stanford guys and banning their accounts.' Until Elon purchased Twitter, we really didn't know the extent of it. We really weren't aware that there was government involvement — and the push to remove 'malinformation.' That was my favorite because it was true information that might cause problems, which is almost everything. As soon as you have a problem with 'malinformation,' you are encouraging the creepiest kind of groupthink. It should have been a bipartisan freakout. It should have been left and right. It got politicized in this very stupid way, where people on the left were pro-vaccine and pro-Big Pharma and pro-narrative, and people on the right were like, 'I'm going to take my chances.' And it was this ideological battle as much as it was a public health crisis. I just thank God Elon bought Twitter. Because if he didn't, we would not have the kind of access to the actual truth or the real data. It would all be suppressed. You would never find out about it. We were in a real pickle. It was a bad spot. And it was just a few years ago, which is nuts."

NEW — Joe Rogan thanks God that Elon Musk bought Twitter, stopped the censorship, and pushed the internet toward free speech. "It was stunning to watch people not be outraged when information was getting out about people like Jay Bhattacharya and Martin Kulldorff getting silenced. Nobody was going, 'Hey, what's going on here? This seems really weird that you're removing posts from MIT and Stanford guys and banning their accounts.' Until Elon purchased Twitter, we really didn't know the extent of it. We really weren't aware that there was government involvement — and the push to remove 'malinformation.' That was my favorite because it was true information that might cause problems, which is almost everything. As soon as you have a problem with 'malinformation,' you are encouraging the creepiest kind of groupthink. It should have been a bipartisan freakout. It should have been left and right. It got politicized in this very stupid way, where people on the left were pro-vaccine and pro-Big Pharma and pro-narrative, and people on the right were like, 'I'm going to take my chances.' And it was this ideological battle as much as it was a public health crisis. I just thank God Elon bought Twitter. Because if he didn't, we would not have the kind of access to the actual truth or the real data. It would all be suppressed. You would never find out about it. We were in a real pickle. It was a bad spot. And it was just a few years ago, which is nuts."

KanekoaTheGreat

50,931 Aufrufe • vor 6 Monaten

Gilbert Arenas says this series is over for the Spurs: “I’m just going to be honest with you. There was nothing the Spurs did that showed anything that can beat the Wolves in a series. They still don’t know what they offense looks like, Wemby still don’t understand guard offense when you have a guard on you, you have a offensive book, when you have a big on you, you have a offensive book, right? So, the fact that they can stick a shooting guard are a small forward on you and still don’t know what your doing, that is not acceptable in the playoffs against a team that went to the Western Conference finals 2 times.” (Via Gil’s Arena)

Gilbert Arenas says this series is over for the Spurs: “I’m just going to be honest with you. There was nothing the Spurs did that showed anything that can beat the Wolves in a series. They still don’t know what they offense looks like, Wemby still don’t understand guard offense when you have a guard on you, you have a offensive book, when you have a big on you, you have a offensive book, right? So, the fact that they can stick a shooting guard are a small forward on you and still don’t know what your doing, that is not acceptable in the playoffs against a team that went to the Western Conference finals 2 times.” (Via Gil’s Arena)

NBA Courtside

181,212 Aufrufe • vor 4 Monaten

BlackRock runs on 20,000 people. Elon's Grok Bot runs the same shape for $300 a month, and it hires its own staff. You do not get an assistant. You get a company that hires. It does not throw ten agents at your problem and hand you the pile. It makes one agent that makes 10, and those ten make a 100. > LAYER ONE is one agent, the chief of staff, and it never touches the market > LAYER TWO is six desk heads, one job each, every one on its own computer with its own logins > LAYER THREE is whatever those six decide they need, spun up on the spot and shut down when the work is done Nobody writes a task list. You hand out job titles and the org fills itself in underneath. The swarm is never the same twice. Agents get spun up for one job, finish it, and are gone before I ever read their names. Not one of them sees the whole picture. The answer only exists after they hand off to each other. Wall Street cannot copy that. You cannot hire a hundred people for eleven minutes. BlackRock holds that shape together with a risk system called Aladdin. Mine holds it together with one agent that is only allowed to say no. I gave it $1,000 and told it to grow the money or get deleted. 15 hours later it was holding $3,900, on an address anyone can open and read. I was asleep for most of it, and I have still not written a line of code. The whole thing runs with my laptop shut, because none of it lives on my laptop. Setup is one evening. Create the chief, hand out the titles, run one trade on your screen while they watch, connect Telegram. Ten years ago a machine this shape had its name on a tower. Mine has a name I typed into a box. Save this while the whole thing still fits on one screen.

BlackRock runs on 20,000 people. Elon's Grok Bot runs the same shape for $300 a month, and it hires its own staff. You do not get an assistant. You get a company that hires. It does not throw ten agents at your problem and hand you the pile. It makes one agent that makes 10, and those ten make a 100. > LAYER ONE is one agent, the chief of staff, and it never touches the market > LAYER TWO is six desk heads, one job each, every one on its own computer with its own logins > LAYER THREE is whatever those six decide they need, spun up on the spot and shut down when the work is done Nobody writes a task list. You hand out job titles and the org fills itself in underneath. The swarm is never the same twice. Agents get spun up for one job, finish it, and are gone before I ever read their names. Not one of them sees the whole picture. The answer only exists after they hand off to each other. Wall Street cannot copy that. You cannot hire a hundred people for eleven minutes. BlackRock holds that shape together with a risk system called Aladdin. Mine holds it together with one agent that is only allowed to say no. I gave it $1,000 and told it to grow the money or get deleted. 15 hours later it was holding $3,900, on an address anyone can open and read. I was asleep for most of it, and I have still not written a line of code. The whole thing runs with my laptop shut, because none of it lives on my laptop. Setup is one evening. Create the chief, hand out the titles, run one trade on your screen while they watch, connect Telegram. Ten years ago a machine this shape had its name on a tower. Mine has a name I typed into a box. Save this while the whole thing still fits on one screen.

cvxv666

45,488 Aufrufe • vor 10 Tagen

The wellness industry has a dirty secret and you’ve been buying in. This is the film they don’t want you to see. If you thought it was a question of carbs or cardio, the problem runs much deeper, and the solution is nothing that you have been sold. The reality? THE HERO IS THE VILLAIN

The wellness industry has a dirty secret and you’ve been buying in. This is the film they don’t want you to see. If you thought it was a question of carbs or cardio, the problem runs much deeper, and the solution is nothing that you have been sold. The reality? THE HERO IS THE VILLAIN

Erin Derham Van Swol

50,402 Aufrufe • vor 2 Jahren

Karpathy said something you'll regret ignoring: "We have to keep the AI on the leash. I'm still the bottleneck. I have to make sure this thing isn't introducing bugs and that there's no security issues." He said it at YC talk last year, when the worry was reliability. The models hallucinated and made mistakes no human would, so the leash implied keeping yourself in the loop and checking the output before trusting it. The models are far better now, and the line still holds, for a reason he was not focused on back then. Even a model that writes flawless code today still has no idea who is allowed to run it. Correctness and authorization are different problems, and only correctness improves as the model improves. A perfect agent still hands a tool where anyone can do anything, because permission was never part of the task. I actually tested this in practice with Claude Code. I asked it to build a small internal tool with a button that issues account credits. It worked first try, and running it locally, the credit applied the instant I clicked. Nothing decided who was allowed to click it. The agent wrote the right logic and displayed a success notification. It never checked whether the caller had the right, whether it should pause for a human, or whether anything was logged. And this is not a bug a smarter model can outgrow because the leash was never in the code. Identity, permissions, and audit live in the system that runs the app, not in what the agent generates. To solve this, I took the exact same bundle and hosted it on Retool. The credit write that fired silently on my laptop now stopped at an approval gate, resolved to a real identity through SSO, and landed in an audit log. I wrote none of it. The app inherited the entire boundary the moment it was deployed, and the video shows the before and after. You can try it yourself here: I also wrote a detailed breakdown of the whole thing in my recent article, and I worked with the team to put this together. It walks through the build, the exact moment the credit write went through on my laptop with nobody checking, and then what changed when the same app ran on Retool. It also covers why this is a property of the runtime and not something a better model fixes, which is why devs typically miss this. The article is quoted below.

Karpathy said something you'll regret ignoring: "We have to keep the AI on the leash. I'm still the bottleneck. I have to make sure this thing isn't introducing bugs and that there's no security issues." He said it at YC talk last year, when the worry was reliability. The models hallucinated and made mistakes no human would, so the leash implied keeping yourself in the loop and checking the output before trusting it. The models are far better now, and the line still holds, for a reason he was not focused on back then. Even a model that writes flawless code today still has no idea who is allowed to run it. Correctness and authorization are different problems, and only correctness improves as the model improves. A perfect agent still hands a tool where anyone can do anything, because permission was never part of the task. I actually tested this in practice with Claude Code. I asked it to build a small internal tool with a button that issues account credits. It worked first try, and running it locally, the credit applied the instant I clicked. Nothing decided who was allowed to click it. The agent wrote the right logic and displayed a success notification. It never checked whether the caller had the right, whether it should pause for a human, or whether anything was logged. And this is not a bug a smarter model can outgrow because the leash was never in the code. Identity, permissions, and audit live in the system that runs the app, not in what the agent generates. To solve this, I took the exact same bundle and hosted it on Retool. The credit write that fired silently on my laptop now stopped at an approval gate, resolved to a real identity through SSO, and landed in an audit log. I wrote none of it. The app inherited the entire boundary the moment it was deployed, and the video shows the before and after. You can try it yourself here: I also wrote a detailed breakdown of the whole thing in my recent article, and I worked with the team to put this together. It walks through the build, the exact moment the credit write went through on my laptop with nobody checking, and then what changed when the same app ran on Retool. It also covers why this is a property of the runtime and not something a better model fixes, which is why devs typically miss this. The article is quoted below.

Akshay 🚀

42,911 Aufrufe • vor 2 Monaten

The People Of America Have Been Deceived. They’ve Been Cheated & As A Result Our Country & World Is Now In Turmoil. It all Started With A Fake Barack Obama Birth Certificate EXPERTS CONFIRM Obama’s Certificate Was A Fraud “Today you're going to hear lots of information that some of you are going to understand and going to be able to tell the true story. In fact, please know that this is a very technical, but the evidence is clear if you'll pay attention. Please note you're going to hear about two separate experts. These experts are two separate continents with no knowledge of each other and they draw similar conclusions. Again, that said, I know some of you are going to get this story and are going to tell the story the way it was.” —- “We and anyone else who dared to question the document have been the line falsely labeled grossly criticized in the bulk of the media on certain internet sources for years. Today we're going to set the record straight. I believe you will be shocked by what you hear and see today.” —- “Like the sheriff just told you, when you conduct criminal investigations, you have to let the evidence lead you. You never lead the evidence. And in doing this, my motive was to clear the document. Because to be quite honest with you, I didn't believe it. I didn't believe this was possible. I didn't think this would ever happen in this nation. I didn't believe it.” — “Back in 2012, I told you about Reed Hayes, a document examiner. Let me tell you about Reed Hayes, a man with 40 years, since 1974, 40 plus years of experience in examining forensic document, handwriting, a man who's well respected in his expertise, a court recognized expert, a document examiner. He is the man you go to when somebody gives you a bad check with a bad signature. This is the guy you run to. Law firms use him all the time. He's been maligned. And let me tell you something about Mr. Hayes. When I contacted Mr. Hayes, Mr. Hayes told me right off the bat, I'm an Obama supporter. I voted for him twice. He goes, and I will never do anything to hurt the President of the United States. What I had said to him was, Reed, I am not asking you to hurt the President of the United States. I'm asking you to take a look at this document and clear it and tell me there's nothing wrong with it. Would you at least do that? And he took a look at it. And when he called me back, he told me, Mike.” “I can't clear this, there's something wrong with it." And I asked him, I said, Reed, would you continue? I said, I know your position, but would you continue? And his answer to me was, this is what I do. I'll look at it, I'll do it. That's a man of integrity, respecting what his ability is to get to the truth. Because for Sheriff Apoyo and myself, this was never about Barack Obama. This is about a document. You take that document and you remove the name, Barack Hussein Obama, and put your name on there. If it was your document and it was brought to us, we would do the same thing with this document.” They COULD NOT clear the document. Much more info in this video if you watch the whole thing

The People Of America Have Been Deceived. They’ve Been Cheated & As A Result Our Country & World Is Now In Turmoil. It all Started With A Fake Barack Obama Birth Certificate EXPERTS CONFIRM Obama’s Certificate Was A Fraud “Today you're going to hear lots of information that some of you are going to understand and going to be able to tell the true story. In fact, please know that this is a very technical, but the evidence is clear if you'll pay attention. Please note you're going to hear about two separate experts. These experts are two separate continents with no knowledge of each other and they draw similar conclusions. Again, that said, I know some of you are going to get this story and are going to tell the story the way it was.” —- “We and anyone else who dared to question the document have been the line falsely labeled grossly criticized in the bulk of the media on certain internet sources for years. Today we're going to set the record straight. I believe you will be shocked by what you hear and see today.” —- “Like the sheriff just told you, when you conduct criminal investigations, you have to let the evidence lead you. You never lead the evidence. And in doing this, my motive was to clear the document. Because to be quite honest with you, I didn't believe it. I didn't believe this was possible. I didn't think this would ever happen in this nation. I didn't believe it.” — “Back in 2012, I told you about Reed Hayes, a document examiner. Let me tell you about Reed Hayes, a man with 40 years, since 1974, 40 plus years of experience in examining forensic document, handwriting, a man who's well respected in his expertise, a court recognized expert, a document examiner. He is the man you go to when somebody gives you a bad check with a bad signature. This is the guy you run to. Law firms use him all the time. He's been maligned. And let me tell you something about Mr. Hayes. When I contacted Mr. Hayes, Mr. Hayes told me right off the bat, I'm an Obama supporter. I voted for him twice. He goes, and I will never do anything to hurt the President of the United States. What I had said to him was, Reed, I am not asking you to hurt the President of the United States. I'm asking you to take a look at this document and clear it and tell me there's nothing wrong with it. Would you at least do that? And he took a look at it. And when he called me back, he told me, Mike.” “I can't clear this, there's something wrong with it." And I asked him, I said, Reed, would you continue? I said, I know your position, but would you continue? And his answer to me was, this is what I do. I'll look at it, I'll do it. That's a man of integrity, respecting what his ability is to get to the truth. Because for Sheriff Apoyo and myself, this was never about Barack Obama. This is about a document. You take that document and you remove the name, Barack Hussein Obama, and put your name on there. If it was your document and it was brought to us, we would do the same thing with this document.” They COULD NOT clear the document. Much more info in this video if you watch the whole thing

Wall Street Apes

1,140,943 Aufrufe • vor 3 Jahren