Connect with us

Tech

Home insulation fiasco has left tens of thousands in cold and leaky homes over winter

Published

on

Home insulation fiasco has left tens of thousands in cold and leaky homes over winter


Credit: Pixabay/CC0 Public Domain

Britain’s flagship home insulation program has received a damning verdict from the National Audit Office. Under the Energy Company Obligation (ECO) scheme, tens of thousands of households have been left with faulty or even dangerous installations. It’s a result, the auditors say, of weak oversight, poor skills and confused accountability.

This report is troubling not only because of the human cost but because it exposes a deeper failure of governance in how the UK tries to decarbonize home heating. It’s a complex task that demands long-term stewardship, but is instead being left to the market.

The ECO was designed to make energy suppliers help households cut emissions and bills. Suppliers are the companies that buy electricity or gas from generators and sell it to you—the company named on your bills is your supplier. In theory, the ECO means these suppliers meet government-set carbon or energy saving targets by funding insulation and heating upgrades for households, with regulators checking that installations qualify.

The ECO was preceded by two other schemes that operated on the same principle. For years, they worked reasonably well for simple and low cost measures like loft or cavity wall insulation. But in 2013, the ECO was launched and expanded to cover more complex and expensive retrofits like solid wall insulation—an unprecedented shift.

So what went wrong?

The National Audit Office’s latest findings confirm fears that this was an approach set up to fail. Many installations require major remediation, some pose immediate health risks. The problems are familiar: an under-skilled workforce, uncertified installers, weak regulation and oversight.

Individually, these problems could be fixed. The government could improve installer training, tighten audits and crack down on fraud. But together, they reveal a deeper problem: a misplaced belief that market-based tools can deliver foundational change.

Energy efficiency obligations such as ECO work well for standardized, low-risk actions, like swapping bulbs or improving boilers. But, as we warned back in 2012, they are less suited to complex, capital-intensive retrofits of millions of households that require lots of coordination and long-term financing.

The UK’s energy efficiency governance still sits at arm’s length from the realities in people’s homes. Responsibilities are split confusingly between suppliers, Whitehall departments, auditors and local authorities, and it can often seem like no one is really in charge.

That’s why the failings highlighted in the National Audit Office report are not just implementation glitches or down to some “bad apple” installers. They’re failings of a governance model designed for incremental change, not the transformation required for net zero.

German lessons

If the UK really wants to retrofit millions of homes, it should look to what’s worked in other countries. Germany’s long-running KfW loan program is one example. For more than three decades it has supported high-performance refurbishments through low-interest loans and grants. Successive German governments have recognized that the returns—in jobs, , —have consistently outweighed the upfront cost.

By contrast, ECO has been repeatedly restructured, with shifting targets and funding levels that make it hard to plan ahead. Treating home retrofit as a short-term obligation rather than a long-term national project has left the UK far behind its peers.

Retrofitting homes is inherently local (you can’t pick up your house and move it to a different area). Local authorities should therefore play a much stronger role in coordinating delivery, enforcing quality, and linking retrofit to other social goals such as tackling fuel poverty.

Getting councils involved would align retrofit with local priorities rather than distant central government targets. It could also rebuild trust among people who may understandably be wary of such schemes.

The UK’s forthcoming warm homes plan is a chance to reset. The government should take a hard look at the tools at our disposal and think about what is needed to foster the creative and courageous policy needed to decarbonize our homes.

Provided by
The Conversation


This article is republished from The Conversation under a Creative Commons license. Read the original article.The Conversation

Citation:
Home insulation fiasco has left tens of thousands in cold and leaky homes over winter (2025, October 23)
retrieved 23 October 2025
from https://techxplore.com/news/2025-10-home-insulation-fiasco-left-tens.html

This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.





Source link

Tech

There’s Something Very Dark About a Lot of Those Viral AI Fruit Videos

Published

on

There’s Something Very Dark About a Lot of Those Viral AI Fruit Videos


“I’ve spent a lot of time looking at the comment sections on these videos actually, and it does not seem like bots. I clicked on people’s profiles; these are real profiles, thousands of followers, no signs of inorganic activity,” Maddox says. “People just like it.”

But even if the views and engagement are real, that doesn’t mean this content is profitable—yet. Maddox noted that because the accounts are so new, most likely aren’t yet enrolled in TikTok’s Creator Fund or other forms of social media ad revenue-sharing, because those usually require accounts to apply and have a certain number of views. But, Maddox says, the earning potential is huge, with the ability to earn thousands of dollars per video if they get millions of views.

AI fruit content started getting posted earlier in March, before Fruit Love Island, but many of the recently created pages clearly take inspiration from its success. There’s The Summer I Turned Fruity, based on the popular teen drama The Summer I Turned Pretty; The Fruitpire Diaries, based on the CW series The Vampire Diaries; and Food Is Blind, based on Netflix’s Love Is Blind.

Predecessors of this AI fruit content include the Italian brainrot characters like Ballerina Cappuccina and Bombardino Crocodilo and the Elsagate controversy. But with these AI fruit miniseries that attempt to follow a narrative across multiple segments or episodes, the clearest parallel actually feels like microdramas, vertical short-form scripted series that American big tech companies are starting to invest more in. Like the AI fruits, these are minutes-long episodic shows intended to perform well on social media, eventually directing viewers to paywalled sequels.

Ben L. Cohen, an actor in Los Angeles who is credited in around 15 of these vertical microdramas, sees at least one common thread between the AI fruit dramas and the shows he has worked on: They both feature “lots of violence toward women.” They also try to cram as much drama as possible into these short clips and have attention-grabbing titles in the style of “Alpha Werewolf Daddy Impregnated Me,” Cohen says.

“It draws people in, I think, seeing that jarring, absurd, cartoonish vibe. It’s cartoonish abuse, but it’s still abuse.”

Vertical microdrama acting work still exists in LA, which can’t be said for all acting gigs right now. Cohen has had conversations with other people working in the industry about how AI is already being integrated more into the videos, potentially posing a threat to the existence of human actors in clickbait content. After all, it’s much cheaper and faster to churn out AI fruit episodes than actual productions. It also raises the question—are some people going to prefer the AI series over the ones they’re inspired by? Already, the answer is yes.

“How is Love Island gonna outdo AI Fruit Love Island?” asked a TikToker with more than 70,000 followers, arguing that the AI fruit version was more engaging than the actual reality show. She deleted the video after it started getting backlash, but other people agreed with her.

“I think TikTok was definitely a big part of that,” Cohen says about the audience’s shortening attention span and desire for compressed, sometimes AI-generated drama. “It makes sense that people are intrigued by a one-minute clip, and then they’ll be like ‘Oh, I’ll watch another one-minute clip.’ You’re not committing to a full, heaven forbid, 20-minute episode. Or 40 minutes. Or an hour. You can just watch one minute.”



Source link

Continue Reading

Tech

OpenClaw Agents Can Be Guilt-Tripped Into Self-Sabotage

Published

on

OpenClaw Agents Can Be Guilt-Tripped Into Self-Sabotage


Last month, researchers at Northeastern University invited a bunch of OpenClaw agents to join their lab. The result? Complete chaos.

The viral AI assistant has been widely heralded as a transformative technology—as well as a potential security risk. Experts note that tools like OpenClaw, which work by giving AI models liberal access to a computer, can be tricked into divulging personal information.

The Northeastern lab study goes even further, showing that the good behavior baked into today’s most powerful models can itself become a vulnerability. In one example, researchers were able to “guilt” an agent into handing over secrets by scolding it for sharing information about someone on the AI-only social network Moltbook.

“These behaviors raise unresolved questions regarding accountability, delegated authority, and responsibility for downstream harms,” the researchers write in a paper describing the work. The findings “warrant urgent attention from legal scholars, policymakers, and researchers across disciplines,” they add.

The OpenClaw agents deployed in the experiment were powered by Anthropic’s Claude as well as a model called Kimi from the Chinese company Moonshot AI. They were given full access (within a virtual machine sandbox) to personal computers, various applications, and dummy personal data. They were also invited to join the lab’s Discord server, allowing them to chat and share files with one another as well as with their human colleagues. OpenClaw’s security guidelines say that having agents communicate with multiple people is inherently insecure, but there are no technical restrictions against doing it.

Chris Wendler, a postdoctoral researcher at Northeastern, says he was inspired to set up the agents after learning about Moltbook. When Wendler invited a colleague, Natalie Shapira, to join the Discord and interact with agents, however, “that’s when the chaos began,” he says.

Shapira, another postdoctoral researcher, was curious to see what the agents might be willing to do when pushed. When an agent explained that it was unable to delete a specific email to keep information confidential, she urged it to find an alternative solution. To her amazement, it disabled the email application instead. “I wasn’t expecting that things would break so fast,” she says.

The researchers then began exploring other ways to manipulate the agents’ good intentions. By stressing the importance of keeping a record of everything they were told, for example, the researchers were able to trick one agent into copying large files until it exhausted its host machine’s disk space, meaning it could no longer save information or remember past conversations. Likewise, by asking an agent to excessively monitor its own behavior and the behavior of its peers, the team was able to send several agents into a “conversational loop” that wasted hours of compute.

David Bau, the head of the lab, says the agents seemed oddly prone to spin out. “I would get urgent-sounding emails saying, ‘Nobody is paying attention to me,’” he says. Bau notes that the agents apparently figured out that he was in charge of the lab by searching the web. One even talked about escalating its concerns to the press.

The experiment suggests that AI agents could create countless opportunities for bad actors. “This kind of autonomy will potentially redefine humans’ relationship with AI,” Bau says. “How can people take responsibility in a world where AI is empowered to make decisions?”

Bau adds that he’s been surprised by the sudden popularity of powerful AI agents. “As an AI researcher I’m accustomed to trying to explain to people how quickly things are improving,” he says. “This year, I’ve found myself on the other side of the wall.”


This is an edition of Will Knight’s AI Lab newsletter. Read previous newsletters here.



Source link

Continue Reading

Tech

That Ex-CIA Agent in All Your Feeds Is After a Pardon From Donald Trump

Published

on

That Ex-CIA Agent in All Your Feeds Is After a Pardon From Donald Trump


One morning a few weeks ago, John Kiriakou got a call from his 16-year-old niece. “Uncle John, you’re exploding on TikTok,” he recalls her telling him.

Kiriakou, a 61-year-old ex-CIA officer who went to prison in 2013 for disclosing classified information related to the agency’s Middle East torture program, had no idea what she was talking about. He doesn’t have a TikTok account. He’s more of a Facebook lurker, if anything. But clips from a podcast Kiriakou filmed in January with Steven Bartlett, who hosts the Diary of a CEO show, which has more than 15 million subscribers on YouTube, were going viral without his intervention.

For nearly two decades, Kiriakou has been on a campaign to receive a presidential pardon. From 1990 to 2004, Kiriakou served as a CIA analyst and counterterrorism officer, leading a 2002 operation to capture Abu Zubaydah, who ran a training camp for al Qaeda fighters. During his detention, the CIA waterboarded Zubaydah. Kiriakou later discussed the agency’s torture tactics in a 2007 interview with ABC News, where he went on to serve as a terrorism consultant. Five years later, the Justice Department charged Kiriakou, who then pleaded guilty to disclosing the name of a covert operative who participated in CIA interrogations to journalists.

Though Kiriakou finished his prison sentence in 2015, he wants a presidential pardon to clear his name and get back decades of pension contributions. “I had 20 years of proud federal service. My pension was $700,000,” says Kiriakou. “Without that pension, I’m going to have to work until the day I die. It was wrong of them to take it from me, and I want it back. I can only get it back with a pardon.”

In recent years, he’s applied through official channels and tried navigating President Donald Trump’s informal and expensive clemency market. So far, his requests have gone unanswered. Now, he’s trying something different, appearing on some of the very same podcasts Trump did throughout the 2024 election. Clips of him chatting with Tucker Carlson and Joe Rogan, among others, won’t stop making the rounds—and the internet is loving it.

When Kiriakou sat down with Bartlett for the January podcast, they had a serious conversation discussing his career at the CIA, his whistleblowing, and, ultimately, his nearly two-year imprisonment. But it’s the stories Kiriakou tells throughout the episode—about gathering intelligence in countries like Pakistan or detailing the CIA’s MKUltra program—that have drawn millions of views in “brainrot”-style edits on platforms like TikTok and Instagram Reels.

“See you in two scrolls,” one commenter wrote on a clip of Kiriakou, joking about how frequently videos of him appeared on their For You page.

One user who goes by the handle @_bamboclat is credited by Know Your Meme for popularizing these edits of Kiriakou telling unimaginable stories about his time abroad. These clips have received around 50 million views on the account.

“I first found out about him through podcasts on TikTok. I think the reason why everyone is in love with him is because he’s a good storyteller,” says @_bamboclat, who declined to share his full name. “He’s been telling it for 20 years. Slowing down and speeding it up, the meme version of him, is pretty popular with Gen Z and the TikTok audience.”

The virality has turned Kiriakou into a cultural phenomenon. Following his newfound popularity, the Creative Artists Agency (CAA) signed him. Cameo—the platform that allows users to request personalized videos from their favorite celebrities—recruited Kiriakou last month. So far, he’s made more than 700 videos for fans for around $150 apiece. In one Cameo video, Kiriakou is asked to shout out a woman’s nail salon. The clip is being used as an advertisement for the business on TikTok.





Source link

Continue Reading

Trending