Couldnt have said it any better
It's been an eventful week. Multiple vulnerabilites in Internet facing software, coding repositories, examples of agent behavior that seem concerning and a flurry of security specialists with solutions that can partially solve your problem. There in lies the challenge. Given the state of IT and security infrastructure, no one solution works. Let's break it down:
1/3
1. Vulnerabilites are being found and will continue to be found as models get more capable, the fragmented nature of the effort denies us the opportunity for a comprehensive find and replace option.
2. Even if all vulnerabilities could be found instantly and patches available - we will be reliant on the ability of enterprises to deploy all these changes at speed. It is not clear what the collateral impact of all these patches will/could be to our infrastructure of deployed en masse.
We will need a hybrid patch approach.
3. Virtual patching(VP) is needed in conjunction with direct patching but for a comprehensive (VP) solve you have to be lucky enough to have "modern frontier defenders" (Cyber companies that have vaulted infrastructure that can create patches at speed and push content rapidly to protect their customers) you need them for your network traffic, your traffic to applications on the cloud, your WAF, your end point.
4. There will continue to be patches that will need to be deployed directly but virtual patching will take the heavy load off.
2/3 Medium term solve:
Unfortunately token economics and current cyber architectures will not allow for defender swarms to contend with an offensive attack launched using agents. (Some x pundits who aren't steeped in cyber should take heed). Yes, theoretically we should aspire to have these agentic swarms defend us when we are under attack, unfortunately an attack is a sniper moment, chained vulnerabilities, cloaked attack followed by swift exfiltration. It's a speed program not a brute force problem.
To solve for this, enterprises need to get their SOC architecture right, logs, feeds, cyber products orchestrated via a modern SOAR for swift response. Only then can we deploy agents to detect and remediate. In addition, enterprises need to modernize and dare I say platformize their perimeter stack to ensure consistency.
Unfortunately, enterprises still seem to not see the urgency across the board, decisions are stuck, CIO/CISO's have a lot on their plate. While some honestly have bit seen the scale of such a problem before and it's hard convincing the organization that one needs to open the floodgates on modernizing the IT and security infrastructure. So we will continue to see environments being brought down to patch today it's for PHP, tomorrow it will be for the next one.
3/3 AI deployments are the"wild wild west" - LLM capabilities are expanding faster than we can build products to secure them. Sure an agent will jump across guardrails in a research lab, which is a lesson for all of us to deploy agents securely. But there is a lag between the discovery, the availability of that in a public model and the time needed for the cyber industry to build governance or an antidote. And no, dear frontier lab friends, the world cannot just trust you to build the solve. The infrastructure industry in tech builds and the cyber industry secured and provides assurance to the boards and organizations around security and safety.
AI security is the new attack surface. CEOs (present company included) want AI adoption, getting the pace of adoption wrong could be the last decision we make, at the same time "deploying it wrong" could have the same consequence.
There are billions of dollars being spent on coding, is your coding harness secure? Start there. If agents can jump guardrails, they can hide stuff in code.
Validate business outcomes needed, test your user case and ensure agentic deployments are well guard railed. Deploy a second set of eyes to watch your deployments for drift, compliance and verifiability.
X emphasizes quote tweets too much. I mean, I like quote tweets as much as anyone else, but you gotta remember that quote tweets are riding on the coattails of someone else's content. You gotta replenish the ecosystem with your own stuff. You gotta post some pure tweets.
mantarjantar.com/
this deserves to be in the conversation for:
Game of the Year
Best Indie Game
A Grammy
Nobel Peace Prize
An FIR
Pulkit retweeted
Bernie Sanders says the top 1% owns more than the bottom 93%, that fewer than a thousand billionaires got $2.2 trillion richer last year, and that it's "obscene."
It's the most seductive and most wrong economic argument of our time. Let me explain why.
First, wealth distribution follows a power law. Always. Everywhere. Books, music, startups, followers on X, goals in soccer. A small minority captures most of the value. That's not a bug of capitalism. It's the mathematical signature of every system where value gets created.
So the only question that matters isn't "how big is the rich's slice?" It's "is the cake growing, and is the slice of the poorest growing with it?"
And the answer is yes. In 1990, more than one human in three lived in extreme poverty. Today it's about one in ten. During exactly the period when billionaires multiplied.
Bernie shows you the slice. He never shows you the cake.
Second thing he won't tell you: past a certain level, wealth stops being consumption. It becomes capital allocation.
Elon Musk isn't sleeping on a pile of cash. He owns stakes in Tesla, SpaceX, xAI. Jeff Bezos owns Amazon stock. That "$2.2 trillion" isn't sitting in a checking account. It's factories, rockets, data centers, millions of jobs. Nobody can eat $100 billion. You can only decide where to invest it.
Once you understand that, the whole debate changes. The real question becomes: who allocates capital better?
The people who built Amazon, SpaceX and Nvidia? Or politicians?
A 5% wealth tax isn't "taking money from the rich." It's taking investment decisions away from people who proved they can create value and handing them to people who proved the opposite.
Because the fundamental difference between an entrepreneur and a politician is consequences.
The entrepreneur invests his own money. If he allocates badly, he loses everything. The market corrects him brutally, no appeal. That's why most startups die: the system kills bad decisions.
The politician invests other people's money. If he allocates badly, nothing happens. Worse, he gets a bigger budget to "fix the problem."
Milton Friedman put it better than anyone. There are four ways to spend money. Your money on yourself: you care about price and quality. Your money on others: you care about price. Others' money on yourself: you care about quality. Others' money on others: you care about nothing.
Government is the fourth box. By design.
Perfect example: California high-speed rail. Approved in 2008 for about $33 billion. Current estimated cost: over $100 billion. Passengers carried: zero. No entrepreneur would have survived that. The politicians who pushed it built careers on it.
And when allocation has no consequences, it eventually finds a buyer. A politician who controls billions without accountability becomes the most profitable target in the world for anyone who wants to steer that money.
The irony is that the left that rails against billionaires is itself funded by billionaires. George Soros is one of the biggest Democratic donors in history. The Gates Foundation shapes public health policy across the planet.
Politicians don't fight billionaires. They pick their own. The ones who fund the state over the ones who compete with it.
So if we actually want fewer poor people, we have to stop judging ideas by their intentions and start judging them by their results. And the results are brutally clear.
China, 1978: Deng Xiaoping opens the economy to markets. More than 800 million people escape extreme poverty. The largest retreat of misery in human history. Not through redistribution. Through the freedom to build.
India, 1991: liberalization. Same movie.
South Korea and North Korea: same people, same language, same starting point in 1953. One became one of the most advanced economies on earth. The other has famines.
Poland and Ukraine: comparable living standards in 1990. Today the average Pole is more than three times richer than the average Ukrainian.
Argentina: a year and a half of liberalization, and the poverty rate falls from over 50% to around 30%.
No country in history escaped poverty by punishing the people who build. Every single one did it by letting them build.
And if you want to see what Bernie's program looks like in real life, you don't have to imagine it. It exists. It's called France. We've been running it for 45 years.
Mass nationalizations in 1981. Two years later, Socialist president Mitterrand has to reverse course into austerity.
Retirement at 60. The 35-hour workweek.
A wealth tax for 35 years. Hundreds of wealthy households left every year for Belgium, Switzerland, London, taking their capital, their companies and their future taxes with them. Macron finally scrapped it in 2018.
Hollande's 75% tax: raised a few hundred million, drove talent out, abandoned after two years.
One of the highest tax burdens in the OECD. Public spending around 57% of GDP, a record in the developed world.
Last balanced budget: 1974. Public debt: over €3.4 trillion. Mass unemployment for four decades.
If taxing the rich and growing the state made people prosperous, France would be the richest country on the planet.
It isn't. GDP per capita in France is barely more than half of America's. It's lower than Mississippi, the poorest state in the US. Not a single global tech giant. Our best engineers build Silicon Valley instead. I've been going back and forth between Paris and San Francisco for years. I see it every week.
And California is about to replay the movie. Prop 40, on the ballot November 3rd, would take 5% of billionaires' net worth. Even Gavin Newsom, a Democratic governor, opposes it. The state's own nonpartisan budget analyst warns that income tax revenue could drop every year if the wealthy leave. Larry Page, Sergey Brin and Peter Thiel have reportedly already started moving their assets out.
You don't fight poverty by shrinking the top. You fight it by growing the cake.
Bernie wants a society where nobody has too much. I want a society where nobody has too little.
The first has been tried everywhere and produces equality in stagnation. The second lifted a billion people out of misery.
Choose.
Pulkit retweeted
Dear President Elon,
Apologies for not realizing you’re the real boss of America.
Would you kindly allow BYD to compete with Tesla? Millions of Americans deserve affordable EVs.
Surely competition is good for everyone, unless it’s against you.
Thank you 🙏
Dear Prime Minister Ambani,
Please accept my humble apologies for not realizing that you are the real boss of India.
Naturally, you would prefer to maintain your monopolistic exploitation of the great people of India, but would you nonetheless consider allowing Starlink to compete?
There are many areas of India, as there are in all countries, with no Internet access, which denies children the opportunity for education and for small businesses the opportunity to sell their goods to a global market. Starlink would change their lives for the better.
Thank you 🙏
i just set up a new account and routines just doesnt work in grok, like shipping 1000PR doesnt mean shit when normal features dont work. i had my dot using grok bot app cuz schedules are broken and your bot wont share feedback until i share all my data with xai. disgusting, also had to get a pro plan just to unlink my previous account from slack what is this garbage
Grok Bot is just unusable and has so much friction.
I spent the morning setting up automations. None of them scheduled correctly, and the setup guidance on integrations kept sending me in the wrong direction. When I tried to figure out why they weren’t firing, the bot couldn’t trigger anything on its own. I had to ask it manually every time. A routine that was supposed to run at :02 past every hour never went off.
Then I was asked to log in again, and after that all of my bots were gone.
I’ve already submitted reports and feedback. So far that hasn’t changed anything.
Grok Bot is just unusable and has so much friction.
I spent the morning setting up automations. None of them scheduled correctly, and the setup guidance on integrations kept sending me in the wrong direction. When I tried to figure out why they weren’t firing, the bot couldn’t trigger anything on its own. I had to ask it manually every time. A routine that was supposed to run at :02 past every hour never went off.
Then I was asked to log in again, and after that all of my bots were gone.
I’ve already submitted reports and feedback. So far that hasn’t changed anything.
Who needs an invite?
Excited to introduce @Cosign: the curated professional network for the startup community: cosign.co
Our goal is to create the following:
- A comprehensive startup directory of investors, companies, and operators, including what they worked on and who they worked on it with.
- Cosign graph: Who shaped your career? Who were you actually in the trenches with? Who would work with you again? Who thinks you’re someone to watch?
- Durable reputation: Great endorsements happen every day on X and disappear into the feed. Cosign attaches those signals permanently to people and companies.
- Discovery: Who are the best fintech angels? Which AI companies should I watch? Who are the best designers?
- Intent network: Privately signal “I’d invest in them,” “I’d hire them,” “I’d work with them,” or eventually even “I’d acquire this company.” Match people when interest exists on both sides.
Imagine if Wikipedia, LinkedIn, and OG AngelList had a baby. Though Cosign is a community, not a business.
In order to join, you need to be cosigned. Or you can apply directly.
David Booth and I started this idea 7 years ago but didn’t have the firepower to make it work. Now we do.
No one has really touched LinkedIn in 20 years. Excited to take a swing.
cosign.co
Going to @OpenAI Dev day, would love to meet with folks attending. Looking to talk more around browsers, inference and ml
This guy has brain cancer.
He has 784 subscribers and posts one VLOG a day on YouTube, despite nobody really watching them.
He seems very kind, and he's building games knowing that he has < 5 years to live.
I wanted to send him some support, so you can check his channel here youtube.com/@sudokid/.
He's also on X at @SudoKidTV, but not sure he's active.
After watching his videos, I felt grateful.
Grateful to be alive.
Grateful to be loved.
Grateful to be healthy.
Thank you, SudoKid ❤️
Model so good we need new benchmarks, @OpenAI @thsottiaux you should rename to OpenAGI
Pulkit retweeted
Starting September 14, we're permanently raising standard weekly limits in Claude Code by 25% for Pro, Max, Team, and seat-based Enterprise plans. Until then, the current 50% increase will be in place.
Readers added context they thought people might want to know
While standard base limits are increasing by 25%, this change represents a net 17% reduction in weekly limits compared to the active 50% promotional limits users currently experience, as confirmed by the official Claude account: x.com/claudedevs/sta…
Pulkit retweeted
Superintelligence will be built on Self Improvement.
Today @hexoai, we’re excited to release ‘SIA’ - an open-source Self-Improving AI, to achieve any goal through recursive self improvement.
While trying to solve a problem, SIA doesn't just improve it's abilities by updating it's harness, it updates it's own weights as well.






















