Panos Ipeirotis

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Panos Ipeirotis

Panos Ipeirotis

@ipeirotis

Professor at @NYUStern. #ai #datascience #crowdsourcing I have opinions.

New York, NY Katılım Ekim 2008
434 Takip Edilen4.4K Takipçiler
Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
New skill that gives Claude Code on the Web access to Google Cloud. With this setup the agent does not just write code, but it can also deploy and debug the live system, can store and query large datasets, launch GPU VMs for model training (and shut them down when done), deploy web apps, surveys, and schedule to run batch jobs overnight. The setup takes about five minutes and you will not have to babysit the code anymore. github.com/ipeirotis/clou…
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
New blog post on how to give Claude Code on the Web access to Google Cloud. With this setup the agent does not just write code, but it can also deploy and debug the code, it can store and query large datasets, launch GPU VMs for model training (and shut them down when done), deploy web apps, surveys, and schedule to run batch jobs overnight. The setup takes about five minutes and you will not have to babysit the code anymore. behind-the-enemy-lines.com/2026/03/how-i-…
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Arin Dube
Arin Dube@arindube·
I have read a ton from economists in my TL about use of AI in their research workflow. Much less about teaching. Would love to hear what folks' experience has been on that front. (Not problems of students using AI: I mean use of AI in teaching workflow, the good and the bad.)
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
New blog post: "Let's Work on the Next Task: Claude Code, GitHub, and the Most Diligent Project Manager I've Ever Had” A beginner's guide on how to set up Claude Code on the Web to be your project manager, organize your task list (and often handle the tasks in them), and give you a "chief of staff"+"team of RAs" that you did not know you could have. Knowledge of basic GitHub concepts that are commonly used in software engineering (branches, pull requests, and reviewing) is useful but not necessary to get you started. Because Claude Code is not (just) for coding. behind-the-enemy-lines.com/2026/03/lets-w…
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
I logged into my Inspira Financial HSA account today and got a prompt pushing me to switch to their "Enhanced" interest rate option: promising a jump from a 0.05% to a 0.5% rate. Both laughable, but I somehow decided not to dismiss this immediately. Before clicking accept, I fed the 10-page terms and conditions to Claude to check for anything unusual. And... wow. Here is what the "enhancement" actually entails: The underlying insurance company get a 5.40% interest on your money. Then, Inspira pockets a massive ~4.95% "Enhanced Rate Option Fee" behind the scenes and passes a microscopic maximum of 0.45% down to you. So, you are taking on all the risk of an uninsured account so the vendor can quietly skim 90% of the yield off your healthcare savings. On a $10,000 balance, you get an extra $40 a year, while they pocket roughly $500. We need a browser extension to automatically flag all these predatory practices immediately on the website, before you can click "accept".
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@togelius We can just get rid of peer review. Technical correctness can be increasingly verified by agents and reproducibility scripts. What is the value of having undergrads or even assistant professors offer opinions on research taste?
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Julian Togelius
Julian Togelius@togelius·
Once again, a long post with strong opinions. It's probably twice as long as it should be, it's also repetitive and written in affect. And you probably disagree with my argument. So maybe you shouldn't read it. On the other hand, most things worth reading are written in affect.
Julian Togelius tweet media
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@johnjhorton You mean you cannot just say “you have a nice company there, it would be a pity if it happens to be classified as supply chain risk?”
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John Horton
John Horton@johnjhorton·
when the battle is lost & won, we're all going to pay for these kinds of unprofessional contract shenanigans b/c the US gov't is going to badly lose these cases
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John Horton
John Horton@johnjhorton·
Fun fact: There's a special, independent court specifically to handle disputes between the DoD (and a few other agencies) and contractors called the Armed Services Board of Contract Appeals: asbca.mil
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@arthur_spirling Medicine and engineering being anti-intellectual? The fake Nobel prize winner throwing shade to the real Nobel disciplines?
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Arthur Spirling
Arthur Spirling@arthur_spirling·
No axe to grind with Banerjee but the “child of Econ profs became a famous Econ prof” is perhaps not the motivational message the Nobel folks think it is
The Nobel Prize@NobelPrize

"As a child of economists, I knew that economics was one field I must avoid," - economics laureate Abhijit Banerjee. "My father was a famously charismatic teacher, who adored and was much adored by his many students. He would often talk about just how brilliant some of them were, and it was clear to me that I had nothing to gain and much to lose by inviting comparisons with them. In my deeply anti-intellectual high school, it was made very clear that we should all aspire to study engineering or medicine because they led to good jobs (the lure of jobs in finance came many years later). They made an occasional exception, in the case of an unusually brilliant student, for studying phys­ics. I had no desire to be an engineer or a doctor and prepping for physics required consorting with our physics teacher, a man who seemed to take genuine pleasure in inflicting pain. What else could I do? I loved literature and history, philosophy and math; my parents were against the first three. Their stated grounds were that I could always go from math to those at a later stage but not the reverse, though my guess now is that they were not sure that I was good enough to make a living in the humanities, given the shape of the labour market. In any case, their argument for math appealed to my instinct for trying to postpone all hard choices. Math it was going to be." Read Abhijit Banerjee's surprising biography: bit.ly/3u9Nl3j

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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@TheGeorgePu @NapierHolland Less stressed? Maybe not stressed during the workday. Talk to them about their financial wellbeing and their dreams for the future. Yes, the US work culture is cutthroat, but the lack of any future prospects is also a killer in Europe.
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George Pu
George Pu@TheGeorgePu·
You're right, visiting and living are two remarkably different things. But the vibe difference is real, Europeans are generally more laid back, less stressed. It's not because their economies are great - I think it's their culture not telling them their worth is tied to their work.
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George Pu
George Pu@TheGeorgePu·
I've been to France. Portugal. Across Europe. People aren't hustling 70 hours. They're having dinner at 9pm with families. Walking to the bakery on Tuesdays. Living. And they're fine. More than fine. The hustle narrative is an American export. It's not a law of nature.
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
New blog post: How I started using exit tickets (short feedback surveys after every class) and processing them through NotebookLM to generate follow-up materials before the next session. The feedback loop went from "one semester" to "a few hours." The blog gives the details on the setup, the prompt, and why making it a graded requirement (i.e., not optional) matters: behind-the-enemy-lines.com/2026/02/listen…
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@tunguz @skylarromines Talking to me on the phone during my three hour drive to our mountain cabin is the best way to ensure that you have my undivided attention without any real disruptions. Of course, I am not driving in traffic, and a semi-empty highway is almost meditative.
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Bojan Tunguz
Bojan Tunguz@tunguz·
@skylarromines You absolutely cannot get someone's full attention while they are driving.
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Bojan Tunguz
Bojan Tunguz@tunguz·
I did a small favor for someone recently. I wanted to catch up with that person afterwards. The only available time that he gave me was during his daily commute from work. Is this in bad taste?
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@tomfgoodwin Given Breaking Bad, Better Call Saul is the natural next step. Less “action” and slower than BB but so much deeper and better character development.
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Tom Goodwin
Tom Goodwin@tomfgoodwin·
I loved homeland , succession and breaking bad I’m now frequently exhausted ( 7 month old baby) and want an amazing tv show that captivates me like these did. And fairly early on in episode 1 Suggestions ?
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@mayhewsw It is not. I tried all the documents that “I wrote” using LLMs and it marked it 90% human. Use a style guide for the LLM writing and it fails. Does not detect AI generation, detects the default LLM style guide.
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Stephen Mayhew
Stephen Mayhew@mayhewsw·
is this legit? I just tested it as many times as the free credits allowed, and it checked out. I could believe that some kind of online-training system that gets outputs from all the major providers daily might work, and the tech report suggests mayybe this is happening?
Jason Kerwin@jt_kerwin

In 2024, normies didn't understand that there was no way to reliably detect AI-generated writing. In 2026, AI users don't understand that there *is* a way to reliably detect AI-generated writing. And also that readers have developed a nose for the stink of AI prose!

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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@mattbeane I posted the prompts that we used. We used the UI of ElevenLabs to set it up, so right now there is no code for the voice agent, we will post one soon. For the grading I just vibe coded a script. I have not posted it yet. I want to experiment more with it.
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Matt Beane
Matt Beane@mattbeane·
@ipeirotis Okay. It's obviously a dramatic improvement! The fact that you didn't discover/report significant cheating is proof enough that we're (at least temporarily) fine. Are your repos open?
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
The oral exams post is going viral and I have the time of my life with random people from the Internet talking to our oral exam agent and trying to break it. These conversations will be a great dataset.
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@mattbeane They had to record themselves with a video. Both a backup and also a discouraging factor for blatant cheating. Is it foolproof? Absolutely not, a determined student can still cheat. But at the end of the day, it is a final exam for a class, not a medical board exam.
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Matt Beane
Matt Beane@mattbeane·
@ipeirotis And yet... I'm first to simply click your twitter handle and land here? That's astounding. But so's the strat. Eager to try it, posted one question about format on your blog. Congrats and thank you!
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Panos Ipeirotis
Panos Ipeirotis@ipeirotis·
@littmath @michael_nielsen I did not feel that adding that discussion of “human grading vs LLM grading” was going to be a fruitful discussion on social media. If we turn this into a paper we may have a deeper discussion.
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Daniel Litt
Daniel Litt@littmath·
@ipeirotis @michael_nielsen Aha, this isn't clear from the post (unless I missed it)! Why do you say the council was more systematic? A posteriori you agreed with its grades?
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