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Intel and SambaNova just built a three-chip AI machine that splits work between GPUs, RDUs, and Xeon

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  • GPUs handle prefill operations by converting prompts into key-value caches
  • SambaNova RDUs generate tokens at high throughput and low latency
  • Intel Xeon 6 processors manage workload distribution and execute compiled code

Intel and SambaNova Systems have introduced a joint hardware blueprint combining GPUs, SambaNova RDUs, and Intel Xeon 6 processors for large-scale inference workloads.

The system assigns GPUs to prefill operations, RDUs to decoding, and Xeon CPUs to execution and orchestration tasks across agent-driven environments.

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Vercel CEO Guillermo Rauch signals IPO readiness as AI agents fuel revenue surge

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While many startups founded prior to the emergence of ChatGPT are struggling to position themselves for the AI era, Vercel, a 10-year-old dev tool and website hosting platform, is benefiting from the explosion of AI-generated apps and agents.

“When I started this company, only tens of millions of people could deploy,” Vercel CEO Guillermo Rauch told the audience at the HumanX conference in San Francisco last week. “Now we’re seeing that everybody in the world can create an app.”

The explosion in app creation by non-developers has been a significant boon to Vercel’s business.

The company’s annual recurring revenue (ARR) has skyrocketed from $100 million at the beginning of 2024, as reported by The Information, to a run rate of $340 million by the end of February 2026, according to Forbes.

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Given that growth, Rauch was asked onstage about his IPO plans. He suggested the company is already operating with the discipline of a public entity. “Vercel is very much a working public company,” Rauch said.

As for when the debut will happen, he replied: “There’s no perfect timeline or quarter I can give. The company’s ready and getting more ready for it every day.”

2026 was expected to be a strong year for new listings, but a sharp sell-off in software, fueled by the fear of AI disruption, has effectively frozen the IPO pipeline. Aside from SpaceX, Anthropic, and OpenAI, most talk of public debuts has largely ceased. Once any of those company’s go public, all expected to be blockbuster hits, the window may open again.

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Meanwhile most tech CEOs have gone quiet about their IPO plans. But Rauch is telegraphing the company’s public market readiness, suggesting that Vercel is eyeing a listing in the not-too-distant future.

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When pressed about what Wall Street should know about Vercel, Rauch responded: “The total addressable market of infrastructure has now grown, and it simply has no ceiling.”

Vercel is betting that as more apps are created by AI agents instead of humans, the company will become the primary platform for hosting everything agents develop.

“Agents are very prolific at deploying,” Rauch said, adding that 30% of the apps running on the company’s platform already came from agents.

According to Rauch, agents will accelerate software production by making it easier to generate custom solutions than to purchase existing software.

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“All of that software… it needs to go somewhere, and we think it’s going to be Vercel,” he said.

Vercel was last valued at $9.3 billion when it raised a $300 million Series F led by Accel in September. The company competes with Cloudflare and Amazon Web Services for hosting services, and it also offers v0, a vibe coding tool for creating websites and apps.  

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How can you make your memory work more effectively?

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Trinity College Dublin’s Elva Arulchelvan highlights five tips for improving both your working and long-term memory.

Click here to visit The Conversation.

A version of this article was originally published by The Conversation (CC BY-ND 4.0)

As a researcher investigating how electric brain stimulation can improve people’s powers of recollection, I’m often asked how memory works – and what we can do to use it more effectively. Happily, decades of research have given us some clear answers to both questions.

Memory essentially operates in three stages, with different brain regions contributing to each one.

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Sensory memory, which can last only milliseconds, registers raw information such as sights, sounds and smells. These are first processed by the brain’s five primary sensory cortices (visual cortex for sights, auditory cortex for sounds and so on).

Working (short-term) memory holds and manipulates a small amount of information over several seconds or more. Think of this as your brain’s mental workspace: the system that lets you do mental arithmetic, follow instructions and comprehend what you’re reading. So it mainly involves the prefrontal cortex – the front part of your brain that supports attention, decision-making and reasoning.

Finally, long-term memory stores information more permanently, from minutes to a lifetime. This includes both ‘explicit’ memories (facts and life events) and ‘implicit’ ones (skills, habits and emotional associations).

For long-term memories, the hippocampus and temporal lobes – located deep within the brain, around the sides of your head near your temples – contribute largely to memories involving facts or life events, while the amygdala (near the hippocampus), cerebellum (at the back of the brain) and basal ganglia (deep in the brain) process emotional or procedural memories.

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Working memory often acts as a conscious gateway to long-term memory – but it has its limits. In 1956, the American psychologist George Miller proposed that we can only hold about seven ‘chunks’ of information in our working memory at any time.

While the exact number is debated to this day, the principle holds: working memory is limited. And that limitation can shape how effectively we learn and remember things.

But you can also get your memory working more effectively. Here are five easy steps for improving both your working and long-term memory.

Put your phone away

Smartphones reduce your working memory capacity. Even just having a phone nearby – no matter if it’s face down and on silent – can reduce performance on memory and reasoning tasks.

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The reason is that part of your brain is still subtly monitoring it. Even resisting the urge to check notifications consumes mental resources – which is why researchers sometimes call smartphones a “brain drain”. The solution is simple: put your phone in another room when you need to focus. Out of sight really does free up mental capacity.

Stop your mind racing

Stress and anxiety can take up valuable mental space. When you’re worrying about something or are distracted by racing thoughts, part of your working memory is already in use.

Relaxation training and mindfulness practices can improve both working memory and academic performance, probably by reducing stress levels. And if meditation feels intimidating, try breathing techniques such as ‘cyclic sighing’. Inhale deeply through your nose, take a second shorter inhale, then slowly exhale through your mouth. Repeating this for five minutes can calm the nervous system and create better conditions for learning.

Get chunking

Everyone can expand their working memory using the technique of chunking – grouping information into meaningful units. In fact, you probably already do it to remember some phone numbers or lists of words – breaking long sequences into bite-size chunks that your brain can recall as a mini-group.

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The same principles apply if you’re delivering a presentation, to help your audience remember your key points more effectively. Chunking would involve grouping 10 case studies, say, into three or four themes, each with a short headline and single key takeaway.

Repeat this structure on each slide: one idea, a few supporting details, then move on. By organising information into meaningful patterns, you reduce cognitive load and make it more memorable.

Become a retriever

In the 19th century, German psychologist Hermann Ebbinghaus demonstrated how quickly we forget information after learning it. Within about 30 minutes, we lose roughly half of what we have learned, with much more fading over the next day. Ebbinghaus called this the forgetting curve. The light blue line on the chart below illustrates this.

The forgetting curve – and how to disrupt it

The forgetting curve. Image: Elva Arulchelvan (CC BY-SA 4.0)

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However, there is a way of ensuring that more sinks in when you are trying to learn a lot of information in a short period of time: retrieval practice.

When preparing to give a talk or studying for an exam, rather than simply rereading your notes, keep testing how much you remember. Use flash cards, answer practice questions, or try explaining the material out loud without notes.

Memory works through associations. Each time you successfully retrieve information, you link the material to new prompts, examples and contexts. This builds more cues to accessing the information, and strengthens each memory pathway. Often when we ‘forget’, the memory isn’t gone – we just lack the right retrieval cue.

Give yourself a break

Research shows that memory is more effective when study or practice sessions are spread out, rather than massed together. If you are studying for an exam, build solid blocks of downtime into your revision schedule. The dark blue line on the chart above illustrates how spacing out your practice sessions can help you remember more information over time, by adjusting Ebbinghaus’s forgetting curve.

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One study suggests leaving gaps between each revision session that equate to 10-20pc of the time left until your exam or presentation. So, if your deadline is five days away and you do hours of revision a day, you should still take between a half and full day off in between sessions. In other words, don’t overdo it – you probably won’t see the rewards!

If you only remember one thing from this article about improving memory, make it this. Memory isn’t just about intelligence, it’s about strategy. Small changes in how you study or work can make a real difference in how well, and how long, you remember crucial information.

The Conversation

By Elva Arulchelvan

Elva Arulchelvan is completing a PhD in psychology and neuroscience for the Lab for Clinical and Integrative Neuroscience in Trinity College Dublin (TCD), Ireland. She is also a lecturer in psychology for social work students in TCD. Arulchelvan’s PhD research focuses on memory and forgetting processes. In particular, her PhD research involves investigating peripheral nerve stimulation’s effect on memory and forgetting in both clinical and non-clinical groups. 

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Two suspects have been arrested for allegedly shooting at Sam Altman’s house

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OpenAI CEO Sam Altman’s house may have been the target of a second attack after San Francisco Police Department arrested two suspects for a reported shooting in the Russian Hill neighborhood. The SFPD said in a press release that police officers responded to a “suspicious occurrence of possible shots fired” at around 5:56 AM ET / 2:56 AM PT on Sunday, April 12.

SFPD’s Special Investigation Division took over the case and have since detained both 25-year-old Amanda Tom and 23-year-old Muhamad Tarik Hussein, seizing three firearms in the process with the help of a warrant. The two suspects were charged with negligent discharge.

According to the initial police report, as reported by The San Francisco Standard, two people inside a Honda sedan stopped in front of Altman’s property that spans from Chestnut Street to Lombard Street. The police report also noted that the passenger appeared to fire a round at the Lombard Street side of Altman’s property. The property’s security personnel reported hearing a gunshot and there was surveillance footage that recorded the incident, according to the report.

This could be the second instance of violence targeting Altman and his residence in a matter of days. On Friday, a 20-year-old man allegedly hurled a Molotov cocktail at Altman’s home, which caused a fire on one of the property’s exterior gates, according to SFPD. The San Francisco Standard reported that there were no injuries in either incident.

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The Rivian R1T Just Showed the Corvette Z06 What Heavy Torque Can Do

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Rivian R1T Corvette Z06 Drag Racing
Carwow’s Mat Watson crossed the Atlantic to organize this unusual showdown on a California ranch. Two vehicles lined up for a day of flat-out racing, with little in common other than a price tag of roughly $120,000. On one side, there’s the Corvette Z06 designed for cornering, while on the other is Rivian’s full-size electric truck, which has four motors and enough power to move a home. Despite the comparable price tag, their approach to speed could not have been more different.



At first glance, or rather, by looking at the spec sheets, it was evident that these two cars were not a good match. The Corvette Z06 features a 5.5-liter V8 engine that delivers 670 horsepower and 460 pound-feet of torque to the rear wheels via an 8-speed dual-clutch transmission. That’s a rather eye-watering setup for handling, but the real stats show the true difference: it weighs only 3,715 pounds, which is a significant benefit when attempting to travel fast. Meanwhile, the Rivian R1T Quad Motor produces an impressive 1,025 horsepower and 1,198 pound-feet of torque, but it all goes through a heavyweight 4-wheel drive system that weighs about 7,000 pounds. On paper, the truck should have been unstoppable from the outset, but the real world was a lot more unpredictable.

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Rivian R1T Corvette Z06 Drag Racing
The first test was a half-mile straight-line run, which began at roughly 30 mph in second gear to settle the engine and transmission before getting underway. The electric truck accelerated immediately away, thanks to its fast torque. It didn’t remain ahead for long; the Corvette soon came up and took the lead. Mat Watson later revealed that the truck had a bit of a limiting element, as it reached an electronically limited 112 mph early on. That means it couldn’t push as hard as the Corvette.

Rivian R1T Corvette Z06 Drag Racing
The bigger braking test came next, starting at 100 mph. Both vehicles approached the strip at full speed before the drivers slammed on the anchors. The Corvette stopped the quickest and remained rock solid thanks to its incredible carbon-ceramic brakes and small weight. The heavier Rivian took much longer to come to a stop and felt quite unstable when braking hard. That extra weight was certainly having a significant impact here.

Rivian R1T Corvette Z06 Drag Racing
The standing-start quarter-mile runs delivered the most drama. The Corvette edged over the Rivian by a hair in the first few runs, but the latter struggled to get moving under factory traction. Then Mat Watson came in and changed the settings to turn off traction control and enable full launch mode on the truck. Suddenly, everything changed. The Rivian caught up smoothly and sped down the track like a missile. In the last run, it crossed the line in 10.6 seconds at 130 mph. The Corvette clocked 11.3 seconds.

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You Should Be More Freaked Out by Shingles

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Like a lot of people, Ann Garner thought that shingles was a “mild” illness—until 2024, when she became sick with it herself. If she had known at the time that Norwegians call shingles helvetesild, literally meaning “hell’s fire,” or that the Arabic name for it translates to “belt of fire,” she might have been better prepared.

Shingles (herpes zoster) is a common viral infection that causes a painful skin rash and can trigger post-herpetic neuralgia (PHN), a form of long-term nerve pain that can last for years. The English name derives from the Latin for “girdle,” as the shingles rash most commonly occurs around the torso, although it can affect the face and eyes as well, as Garner discovered.

One in three people will get shingles in their lifetime, but the risk rises sharply after 50 or for anyone with a weakened immune system. The disease is triggered by the reactivation of the varicella zoster virus, the same one that causes chickenpox when it first enters the body. The virus can lie dormant in a person’s nervous system for years until it reactivates—often, but not always, when immunity starts to wane due to factors such as aging, immunosuppressant drugs, or acute stress.

Garner, a 73-year-old retired pharmacy administrator from Wales, in the UK, feels sure stress was a factor in her developing shingles. She had been under intense financial pressure over a large tax bill when, one July afternoon, she felt a strange tingling sensation along one side of her hairline above her forehead.

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Within hours, the feeling had intensified—causing her severe pain—and began progressing down her face toward one eye. “It was like hundreds of invisible, tiny hot needles pricking my scalp and face,” she recalls.

Doctors recommended that Garner take acyclovir, an antiviral drug that can help reduce symptoms if taken within a 72-hour window of them appearing, and an acyclovir eye cream to protect her eye, as shingles can cause vision damage and lead to blindness if it affects the eye.

But even with treatment, Garner’s face and eyelid were soon covered in a hot red rash with angry blisters. “I couldn’t do anything to stop this sensation of being tortured by burning needles,” she says. “It was like my nerves were electrical wires that had been cut and they were fizzing and sparking.”

Despite shingles being common, it seems public perception has only recently started catching up with the severity of the condition. A 2025 study by researchers at the University of Bristol, UK, points to inadequate public health messaging and a lack of communication regarding patient experiences of the disease: “Limited literature about the experience and understanding of shingles suggests that people tend to think of it as minor until they experience it themselves,” researchers concluded.

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Many people also fail to realize shingles can have a significant and long-lasting impact on their lives, says Martin Sollie, a consultant plastic surgeon at Oslo University Hospital in Norway. Sollie conducts research into the surgical management of chronic pain, including exploring whether grafting fat onto the skin could help reduce PHN. In 2022, he led a systematic review examining how shingles affects patients’ quality of life.

His meta-analysis of five studies, involving 2,519 patients in the US, Europe, and China, found those with an acute case of shingles had quality-of-life scores 15 percent below the norm for physical health and 13 percent below for mental health. “We were quite surprised that it did affect quality of life so much,” he says. “We know that if you have chronic pain, your quality of life is affected, but it’s very uncommon for a disease that is temporary—and not deadly—to have such an effect.”

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No, you don’t need a new turntable this Record Store Day, just use this cheap extra to clean your vinyl

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The act of choosing the best turntable — and the best stereo speakers, and amplifiers, and cables, and so on — is all part of the pursuit of the perfect analog sound. But you might be barking up the wrong tree in the pursuit of perfection.

As part of Record Store Day 2026 on April 16, audiophiles are going to be supporting their local music store, gushing over the new exclusive releases, and likely comparing all the new Hi-Fi kit upon which to listen to their new records.

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Whoops: Russia’s Attempt To Block VPNs Causes Major Banking Failure

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from the whoops-a-daisy dept

VPNs (when integrity is maintained and the owners aren’t sleazy scammers) have long been the mortal enemy of shitty, surveillance-happy governments.

And when shitty, surveillance-happy governments try to block or degrade the use of VPNs, bad things can happen. As Russia found out recently when a ham-fisted effort to block VPN users from accessing Telegram resulted in a massive outage for online banking across the entire country.

Last February Russia tried to delete WhatsApp and Telegram from its version of the internet in the hopes of driving Russians to Max, the country’s approved “everything app.” Max has no encryption or privacy protections, making it easier for Vladimir Putin’s government to engage in mass surveillance of the public’s online activities.

VPN use makes that harder. An estimated 50 million Russians still use VPNs to access Telegram, according to CEO Pavel Durov (happily posting away over at Elon Musk’s right wing propaganda website):

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So last May, Russia’s Digital Minister Maksut Shadayev announced an effort to “reduce VPN ​usage.” But Durov says those efforts have been a broad failure, recently resulting in a massive outage (Bloomberg paywalled, Gizmodo alternative) for all online banking apps in Russia:

“But amid its effort to weaken VPNs on Friday, according to Bloomberg, accounts from “The Bell and other Russian media” banking apps were disrupted. This disruption might have been, “caused by an overload in the filtering systems run by Russia’s communications watchdog, according to the reports,” Bloomberg explained, “with experts warning that major restrictions risk undermining network stability.”

Something similar happened in 2018. Whoops. Apparently the Russian government was so eager to ban VPNs, they erroneously targeted IP addresses tied to banking infrastructure owned by Sberbank, VTB, and T-Bank, demonstrating the fragile nature of centralized financial infrastructure. The outage briefly made mobile payment apps unusable, making cash the only viable transaction option for part of a day.

Given that shitty autocratic governments (like our own) are incapable of learning anything useful from experience, you can expect the problem to repeat itself.

Filed Under: autocracy, banking, bans, freedom, outage, russia, spying, surveillance, vpns

Companies: telegram

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Slate Auto raises $650M to fund its affordable EV truck plans

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Jeff Bezos-backed electric vehicle startup Slate Auto has raised another $650 million as the company prepares to put its first affordable pickup trucks into production by the end of 2026.

The carmaker said Monday that the Series C funding round was led by TWG Global, a firm run by Guggenheim Partners chief executive (and Los Angeles Dodgers owner) Mark Walter and investor Thomas Tull. Slate Auto’s press release thanked “visionary investors” but the company did not name any others who were involved in the fundraise.

The new round means Slate Auto has raised roughly $1.4 billion to date. Previous investors have included General Catalyst, Jeff Bezos’ family office, VC firm Slauson & Co., and former Amazon executive Diego Piacentini, as TechCrunch first reported last year.

The company is also loaded with Amazon DNA. Beyond its investors, it was co-founded by Amazon’s former Consumer CEO Jeff Wilke. The heads of Slate’s mobility, user experience/user interface, e-commerce, fleet sales, and HR teams all used to work at Amazon. And, the company recently installed former Amazon Marketplace VP Peter Faricy as CEO. (Former CEO and Chrysler veteran Chris Barman moved to a new role as “President of Vehicles.”)

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Slate Auto’s Series C comes at a turbulent moment for the electric vehicle market in the United States. Major automakers are pulling back plans to launch electric vehicles here, especially after the loss of the $7,500 federal tax credit last year. Tesla’s overall sales have declined two years in a row. Newcomers like Rivian and Lucid Motors have struggled to reach scale, though both of those companies are launching new, more affordable models this year.

Founded in 2022, Slate Auto is taking a different approach than pretty much any other automaker. The company is targeting the extreme low-end of the market with a bare-bones electric truck that is expected to start in the mid-$20,000s. Customers will be able to customize the truck in various ways for more money, including adding an SUV conversion kit for around $5,000.

The company originally planned to price the truck around $27,000, and shortly after it emerged from stealth in 2025 was promoting a starting price of “under $20,000” with the federal tax credit applied. Final pricing is now coming in June, according to the company.

Slate Auto has drawn a fair amount of interest even with the loss of the federal tax credit. The company has racked up more than 160,000 refundable reservations for its EV. The company recently said that it tapped Faricy as its new CEO in part to get working on converting these reservations into paid orders. Slate’s also spending a few hundred million dollars renovating a former printing factory in Indiana where it plans to build the EVs.

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Seeing red: Another leaker jumps on the crimson iPhone 18 Pro bandwagon

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The next iPhone 18 Pro models will sport a deep red color, a frequent leaker claims. However, their source is apparently upcoming Android device launches.

Close-up of a red smartphone's back showing three large black camera lenses, a small black sensor, and a circular white flash against a softly blurred green background
Mockup of a deep red iPhone 18 Pro Max

On April 11, prominent leaker Digital Chat Station posted to Weibo about the iPhone 18 Pro. The machine-translated post claims that the iPhone 18 Pro “has a high probability of being crimson.”
Somewhat adding a little bit of confusion to the mix is the rest of the post. Apparently, the forecast is based on the leaker seeing “the next flagship of the Android camp proofing this color.”
Rumor Score: 🤔 Possible
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Cork Airport to get Ireland’s largest solar carport next year

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Around 3,700 solar panels and five invertors are expected to generate 1.5 GWh of renewable energy annually.

Cork Airport has announced a new solar-power-roofed car park that could generate up to 20pc of the airport’s electricity needs. Construction for the 1.7 MW ‘carport’ – Ireland’s largest-ever – is expected to conclude by August 2027.

The project is a part of the DAA Group’s €200m investment commitments across Cork Airport. The Irish government has backed the project with €2m in exchequer funding under the Regional State Airports Sustainability Programme.

The new carport is being built over the existing Holiday Blue car park, in collaboration with Greenvolt Next, a Lisbon-based renewable-energy solutions provider. The company’s Irish wing, based out of Waterford, has installed photovoltaic panels for the likes of pharma firm Temmler, AW Ennis, fintech Fexco and the Dublin Airport.

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The first phase of the carport rollout is expected in early summer 2027. A second one is expected in October. Current plans envisage around 3,700 solar panels and five invertors generating 1.5 GWh of renewable energy each year for the airport. The installation is also expected to lower CO2 emissions by more than 350,000 kg.

The carport will be followed up by an extension to the existing Holiday Blue Car Park with an additional 669 parking spaces. 32 of these spots will be dedicated spaces for people with reduced mobility. The project comes just after Cork Airport experienced its busiest year in 2025 with 3.46m passengers.

“The project was supported with over €2m in exchequer funding under the Regional State Airports Sustainability Programme. This programme was developed in 2024 to support regional state airports to reach their carbon emission reduction targets and build resilience against climate change,” said Minister for Transport and Minister for Climate, Environment and Energy Darragh O’Brien, TD.

Niall MacCarthy, the managing director of Cork Airport, added: “We understand the need for more sustainable operations at airports, which is why Cork Airport is investing in Ireland’s largest solar carport today.”

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Last September, Cork Airport was caught in a cyberattack that targeted a number of other European airports including Dublin, Brussels, Berlin and UK’s Heathrow. The attack disrupted the airports’ baggage tagging and handling systems.

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