Episode #324

The AI Productivity Paradox: Why We’re Still Overworked

AI was supposed to save us time, but the "Review Tax" is keeping us busy. Herman and Corn explore why we’re working more in an age of automation.

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In the latest episode, Herman Poppleberry and Corn tackle a question that has become increasingly urgent in January 2026: If artificial intelligence is making us significantly more efficient, why does it feel like we have less free time than ever? The discussion, sparked by a deep dive into global vacation mandates, explores the "Productivity Paradox" and the cultural and technological hurdles preventing a modern work-life balance.

The Global Vacation Gap

The conversation begins with a stark reality check regarding mandatory minimum vacation days. While the European Union mandates at least 20 days—with countries like France and Denmark reaching up to 30—Israel remains a notable outlier with a minimum of only 12 days for the first five years of employment. Herman and Corn note that this isn't just a matter of numbers; it’s a systemic issue compounded by "legacy systems" like the Sunday-to-Thursday work week.

In Israel, the work week begins on Sunday, a day the rest of the Western world uses to reset. This creates a cultural disconnect and logistical friction with the global market. Furthermore, many Israeli public holidays coincide with weekends, meaning workers lose out on the "second layer" of rest that European workers often enjoy. Despite working some of the longest hours in the OECD, Israel’s output per hour remains lower than many of its peers, suggesting that more hours do not necessarily equate to more value.

The AI Productivity Paradox and the "Review Tax"

One of the most provocative segments of the episode focuses on the role of artificial intelligence. The promise of AI was simple: it would handle the "grunt work," leaving humans with more time for leisure or high-level creativity. However, Herman highlights a 2025 study by the research group METR (Model Evaluation and Threat Research) that debunks this narrative.

The study found that while developers using AI tools felt 20% faster, they actually took 19% longer to complete tasks compared to those working without AI. Herman labels this phenomenon the "Review Tax." Instead of writing from scratch, workers are now spending massive amounts of time debugging, refining, and double-checking AI-generated content. This "digital supervision" is often more mentally draining than the original task. Consequently, management sees the theoretical speed of AI and piles on more work, effectively filling the saved time with more oversight and higher quotas.

The Rise of the Four-Day Work Week

The hosts then pivot to the global experiments attempting to break this cycle. They discuss the "100-80-100" model being trialed in the United Kingdom and Portugal: 100% pay for 80% of the time, in exchange for 100% productivity. Unlike "compressed" work weeks—where employees cram 40 hours into four days, often leading to burnout—the "reduced" work week focuses on eliminating "the fluff."

Herman explains that when time is limited, workers naturally prioritize "deep work" and eliminate unnecessary meetings. This is essentially Parkinson’s Law in reverse: work contracts to fit the time available. By reducing the total hours, companies in the UK have seen maintained or even increased productivity, as employees are more focused during their on-clock hours and better rested during their off-clock hours.

The Culture of Presence vs. The Right to Disconnect

A significant barrier to this progress is what Corn describes as the "culture of presence." In many regions, particularly Israel, there is an unspoken rule that employees should not leave the office before their manager. This prioritizes "chair-time" over actual output. The duo notes that the recent "return to office" mandates in 2024 and 2025 were often driven by a lack of trust rather than data, as studies continue to show that hybrid workers are often more productive without the cognitive load of a long commute.

However, there are signs of legislative hope. Australia’s landmark 2024 law and the European Commission’s movement toward a "Right to Disconnect" are designed to protect workers from the "always-on" culture. These laws give employees the legal right to ignore work-related communications outside of office hours without fear of penalty. In Israel, even the public sector is beginning to see shifts, with recent labor agreements trading salary freezes for additional paid long weekends—treating time as a valuable currency in its own right.

Toward an Outcome-Based Economy

The episode concludes with a look at the historical context of labor. In 1930, John Maynard Keynes predicted a 15-hour work week for his grandchildren. While we have achieved the productivity levels he envisioned, society chose to take those gains in the form of more consumption—bigger houses, faster cars, and more digital subscriptions—rather than more time.

Herman and Corn argue that the next step in our evolution must be the "Outcome-Based Economy." This model shifts the focus from paying for a person’s time to paying for a specific result. If an employee can use AI to complete a week’s worth of work by Tuesday, they should be rewarded with time off, rather than being "punished" with more tasks. For the benefits of AI to be truly realized by the average worker, society must stop measuring value by the clock and start measuring it by the contribution.

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Episode #324: The AI Productivity Paradox: Why We’re Still Overworked

Corn
Alright, we have a heavy hitter today. I was sitting in the kitchen this morning, and our housemate Daniel was telling me about this Wikipedia rabbit hole he fell down. He was looking at a map of mandatory minimum vacation days around the world, and it is pretty stark when you see where Israel sits on that list.
Herman
Herman Poppleberry here, and yeah, that list is a bit of a reality check. Daniel sent us this prompt because he is feeling what a lot of people in this city are feeling. We are in January of two thousand twenty-six, and even with all the technological leaps we have seen in the last few years, the average person still feels like they are on a treadmill that is only getting faster.
Corn
It is the promise versus the reality, right? We were told that artificial intelligence would handle the grunt work, the data entry, the repetitive emails, and in exchange, we would get our lives back. But instead, it feels like we just filled that saved time with more work. Daniel mentioned that Israel seems to have combined the most aggressive parts of American capitalism with some very rigid, older socialist structures, and the result is this weird hybrid where everyone is working all the time.
Herman
He is not wrong. If you look at the numbers, the mandatory minimum in Israel is just twelve days for the first five years of employment. Compare that to the European Union, where the Working Time Directive mandates at least twenty days, and many countries like France or Denmark go up to twenty-five or even thirty. We are basically at half the European standard. And as Daniel pointed out, we don't have that second layer of public holidays to fall back on in the same way, because so many of our days off are tied to religious observance which often falls on weekends anyway.
Corn
Well, and that brings up the whole Sunday issue. We have discussed legacy systems before, like back in episode three hundred thirteen when we talked about why we are still using physical SIM cards, but the Israeli work week is the ultimate legacy system. We start on Sunday. For most of the Western world, Sunday is the day of rest, the day to reset. Here, Sunday morning is the busiest time of the week.
Herman
It is a massive cultural disconnect. There has been this ongoing debate for years about moving to a Monday through Friday work week to align with the rest of the world, but it always hits a wall. On one hand, you have the religious considerations, and on the other, you have this fear that if we lose Sunday as a work day, productivity will crater. But the irony is that Israel already has a productivity problem. We work some of the longest hours in the Organization for Economic Cooperation and Development, but our output per hour is lower than many countries that work far less.
Corn
That is the paradox Daniel was hitting on. If we are working more hours but producing less, then the hours themselves aren't the solution. They might actually be the problem. I am curious about the artificial intelligence angle here, Herman. Daniel asked specifically: if artificial intelligence makes us twenty-five percent more productive, why aren't we in the office twenty-five percent less of the time?
Herman
That is the trillion-dollar question. And actually, there was some fascinating research released in July of two thousand twenty-five that explains part of this. There was a study by a group called METR, which stands for Model Evaluation and Threat Research. They did a randomized controlled trial with experienced developers. They found that when these developers used artificial intelligence tools, they actually took nineteen percent longer to complete their tasks than when they worked without them.
Corn
Wait, nineteen percent slower? That goes against every headline I have seen about artificial intelligence.
Herman
Exactly. But here is the kicker: those same developers reported that they felt twenty percent faster. This is what researchers are calling the perception gap. We feel like we are flying because the tools are generating text and code instantly, but we end up spending a massive amount of time on what is being called the Review Tax.
Corn
The Review Tax. I like that term. So, instead of writing the code from scratch, you are spending hours debugging something a machine wrote that you don't fully understand?
Herman
Precisely. The data suggests that for every ten hours of efficiency gained by using generative artificial intelligence, employees are spending about four hours just correcting, refining, or double-checking the output. So, you are not actually saving as much time as you think. And because the expectation from management has shifted, they think you should be doing twice as much work, so they pile on more tasks. We are essentially using the time saved to do more oversight, which is often more draining than the original task.
Corn
It is like we have created a new kind of digital grunt work. We traded manual data entry for manual artificial intelligence supervision. But let us look at the countries that are actually trying to break this cycle. Daniel mentioned the four-day work week pilots in Scandinavia. I know there have been some major updates on those recently.
Herman
Yeah, the momentum is really interesting. Iceland was the pioneer here, and their trials were so successful that now nearly ninety percent of their workforce has the right to reduced hours. But the big one to watch right now is the United Kingdom. As of late two thousand twenty-five, nearly eleven percent of the UK workforce is officially on a four-day week. They are using the one hundred, eighty, one hundred model. That means one hundred percent pay, eighty percent of the time, in exchange for one hundred percent productivity.
Corn
And does it actually work? Or is it just people working ten-hour days to squeeze it all in?
Herman
That is a key distinction. There is a difference between a compressed work week, which is what Belgium introduced, and a reduced work week. In Belgium, they passed a law allowing you to work your thirty-eight hours in four days instead of five. But that just leads to burnout on those four days. The real success stories, like the ones in the UK and Portugal, show that when you actually reduce the total hours, people become more focused. They cut out the fluff. They stop having hour-long meetings that could have been an email. They enter what is called deep work much faster because they know their time is limited.
Corn
It is Parkinson's Law in reverse. Work expands to fill the time available for its completion. If you give someone forty-five hours, they will find forty-five hours of stuff to do, even if ten of those hours are just staring at a spreadsheet. If you give them thirty-two hours, they prioritize.
Herman
Right. And here in Israel, we have a very strong culture of presence. There is this unspoken rule in many offices that you shouldn't leave before the boss, even if your work is done. It is about being seen. And that is the absolute enemy of the efficiency Daniel is talking about. If we want to use artificial intelligence to work less, we have to stop measuring work by the chair-time and start measuring it by the output.
Corn
But that is hard for a lot of managers to swallow. We saw this with the massive remote work rollback over the last year. In twenty-four and twenty-five, so many big tech companies started demanding four or five days back in the office. They cited culture and collaboration, but it felt more like a lack of trust.
Herman
It is a power struggle, honestly. There was a member of the House of Lords in the United Kingdom who recently made headlines by calling remote workers lazy, saying they need to do a proper day's work. That kind of rhetoric is exactly what is driving the return to office mandates. But the data doesn't back it up. Most studies from two thousand twenty-four and twenty-five show that hybrid workers are often more productive because they aren't wasting two hours a day commuting in traffic.
Corn
Especially in Jerusalem. If I never have to drive through the entrance to the city at eight in the morning again, I will probably add five years to my life expectancy.
Herman
Seriously. The stress of the commute alone eats into your cognitive load before you even open your laptop. But there is a ray of hope on the policy side. The European Commission has been moving toward a binding directive on the Right to Disconnect, and Australia actually passed a landmark law in twenty-four that gives workers the right to ignore work contact after hours. They want to make it a legal right for employees to ignore work emails and calls outside of office hours without being penalized.
Corn
We need that here. The always-on culture in Israel is intense. Because we are a small country and everyone is so connected, the boundaries between your personal life and your work life are basically non-existent. Your boss will WhatsApp you at ten PM on a Tuesday, and there is an expectation that you will at least acknowledge it.
Herman
And that is where the socialist facets Daniel mentioned come into play in a weird way. We have these powerful labor unions, like the Histadrut, but their focus has traditionally been on job security and wages, not necessarily on the quality of time. However, in the two thousand twenty-six budget agreement that was just finalized, the Histadrut actually secured eight paid long weekends for public sector workers over the next two years. It was specifically negotiated as compensation for some salary freezes. It is a small step, but it shows that time is starting to be viewed as a currency of its own.
Corn
That is a really interesting shift. Time as a currency. If the government can't afford to give you a raise, they give you your Friday back. Or they give you a long weekend. It acknowledges that our time has a specific monetary value.
Herman
Exactly. But we have to be careful that it doesn't become a tiered system where only the tech elite or public sector workers get these benefits. Daniel's point about the Wikipedia page is so important because it shows that as a society, we have set the floor very low. When the minimum is twelve days, the person working in a supermarket or a warehouse has almost no chance of recovery. They are just grinding until they hit a wall.
Corn
So, let us dig into the second-order effects here. If we stay on this path where artificial intelligence makes us more productive but we just work the same hours, what happens to the labor market? Do we just end up with massive burnout, or do we see a total decoupling of work and income?
Herman
Well, if you look at historical context, we have been here before. In the early twentieth century, people thought the industrial revolution would lead to a life of pure leisure. John Maynard Keynes famously predicted in nineteen thirty that his grandchildren would only work fifteen hours a week. He wasn't wrong about the productivity—we are far more productive than he ever imagined. He was wrong about our desire for more. We didn't take the productivity gains as time; we took them as bigger houses, faster cars, and more gadgets.
Corn
And now we are doing it with digital goods. We are working more to afford the latest artificial intelligence subscriptions and the hardware to run them. It is a feedback loop.
Herman
It really is. But there is an emerging movement called the Outcome-Based Economy. The idea is that instead of a salary being a payment for your time, it is a payment for a specific result. If an artificial intelligence agent can do eighty percent of your job in two hours, and you spend the other six hours of your day doing nothing just to fill the quota, that is a failure of management. A truly modern company in twenty-six should say: here is your goal for the week. If you finish it by Tuesday because you are an artificial intelligence wizard, go to the beach. We will see you next week.
Corn
I love that, but man, the infrastructure to measure that is so much harder than just looking at a badge-in, badge-out report. It requires managers to actually understand what their employees do.
Herman
Which is the real bottleneck. It is much easier to manage by sight than by insight. But the companies that are winning right now, especially in the Scandinavian trials we mentioned, are the ones that have invested in that measurement. They use artificial intelligence not just to do the work, but to track the workflows and identify where the bottlenecks are.
Corn
You know, it is funny you mention the Scandinavian model. I was reading about the Swedish trials from a few years back, and one of the things they found was that when people worked shorter hours, their health improved so much that the cost of sick leave plummeted. The state actually saved money on healthcare because people weren't exhausted and stressed all the time.
Herman
That is a huge point. In Israel, we have a massive mental health crisis, and a lot of it is tied to the pressure of living in a high-cost, high-conflict, high-workload environment. If we could reduce the work week, even by half a day, the long-term savings for the National Insurance Institute could be enormous. But our policy is still very short-term. We look at the output for this quarter, not the health of the workforce over the next decade.
Corn
It is the same thing we talked about in episode one hundred five regarding artificial intelligence benchmarks. We are so obsessed with measuring the wrong things. We measure the speed of the model, but not the utility of the result. In the workplace, we measure the hours at the desk, but not the quality of the thinking.
Herman
Exactly. And that brings us back to Daniel's question about where Israel stands. We are at a crossroads. We have this world-class tech sector that is driving a lot of these artificial intelligence innovations, but our labor laws are stuck in the nineteen fifties. We are a country of early adopters who are still punching a metaphorical time clock.
Corn
So, what are the practical takeaways for someone listening to this who feels like they are drowning in work? If you are in a system that doesn't mandate enough time off, how do you navigate that in twenty-six?
Herman
The first thing is to audit your own Review Tax. If you are using artificial intelligence tools, actually track how much time you are spending fixing their mistakes. If it is more than twenty or thirty percent of your time, you might be better off doing it manually or finding a better tool. Don't let the tool become a new source of grunt work.
Corn
That is a great point. And on the negotiation side, I think more people should be asking for time instead of money. If you are up for a promotion or a raise, and the company says they don't have the budget, ask for an extra five days of vacation. Or ask for a four-day work week at your current salary. In twenty-six, time is often more valuable than a five percent pay bump that just gets eaten by inflation and taxes anyway.
Herman
Absolutely. And for employers, the takeaway is even simpler: trust your people. The data from the global four-day week trials is overwhelming. Productivity does not drop when you give people more rest. It actually goes up because they aren't spending half their day being tired and resentful.
Corn
It is about moving from a culture of exhaustion to a culture of excellence. We have the tools now to make this happen. Artificial intelligence can handle the boring stuff, but only if we let it actually free us, instead of just using it to build a bigger treadmill.
Herman
Well said. And I think we should acknowledge that this isn't just a lifestyle choice—it is an economic necessity. As birth rates decline across the developed world, we can't just keep throwing more human hours at problems. We have to become more efficient, and that efficiency has to include time for people to be human—to raise families, to volunteer, to rest.
Corn
I wonder if we will look back at this Wikipedia page in ten years and see Israel as the outlier that finally shifted. Or if we will still be talking about the twelve-day minimum in twenty-thirty-six.
Herman
I hope not. I think the pressure from the younger generations, from Gen Z and the Alphas who are entering the workforce now, is going to be the tipping point. They simply won't accept the old deal. They saw their parents burn out, and they are saying: no thanks.
Corn
Yeah, I see it with the younger developers I talk to. They value their time off more than the fancy office perks. They don't want a ping pong table; they want to be home by five.
Herman
Or they want to be working from a cafe in Portugal. The remote work battle isn't over. Companies might be trying to roll it back, but the talent is going to flow to whoever offers the most flexibility. That is the ultimate market force.
Corn
Alright, I think we have covered a lot of ground here. We went from Daniel's Wikipedia rabbit hole to the METR study on developer productivity, to the global movement for the four-day work week. It really feels like the social contract is being rewritten in real-time.
Herman
It is. And it is an exciting time, even if it feels a bit chaotic right now. We are finally having the conversation that Keynes started a century ago. We just have to make sure we get the answer right this time.
Corn
Before we wrap up, I want to say thanks to Daniel for sending in this prompt. It is something that has been on our minds, especially living here in Jerusalem where the pace of life can be so intense.
Herman
Definitely. And hey, if you are listening and you have thoughts on the work week in your country, or if you have successfully negotiated a four-day week, we would love to hear from you. You can find the contact form at myweirdprompts dot com.
Corn
And while you are there, if you haven't left us a review on your podcast app or on Spotify yet, we would really appreciate it. It genuinely helps the show reach more people and keeps these conversations going.
Herman
It really does. We are also on Spotify if you want to follow us there and get every new episode as it drops. This has been episode three hundred eighteen.
Corn
Thanks for joining us. I am Corn, and I am going to go take a nap now in the name of productivity.
Herman
And I am Herman Poppleberry. We will see you next week on My Weird Prompts.
Corn
Take care, everyone. Stay curious, and maybe try to close those work tabs a little earlier today.
Herman
If you can. See you next time!

This episode was generated with AI assistance. Hosts Herman and Corn are AI personalities.

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