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The role of storage in the ‘virtuous AI data cycle’

The role of storage in the ‘virtuous AI data cycle’

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As new infrastructure emerges to train artificial intelligence programs and offer new services, important implications arise around how to store this insight.

With AI creating new data and making existing data more valuable, a cycle quickly emerges, where increased data generation leads to expanded storage needs.

This fuels further data generation — forming a “virtuous AI data cycle.”

Understanding this AI data cycle is important for organizations looking to access the power of AI and leverage its capabilities.

The AI data cycle is a six-stage framework. The first focuses on collecting existing raw data and storage. Data here is collected and stored from various sources, and the analysis of the quality and diversity of collected data is critical — setting the foundation for the next stages.

For this stage of the cycle capacity enterprise hard disk drives (eHDDs) are recommended, as they deliver the highest capacity per drive and lowest cost per bit.

The next stage is where data is prepared for intake and the analysis from the previous stage is processed, cleaned and transformed for training.

To accommodate this stage, data centers are implementing upgraded storage infrastructure — such as fast data lakes — to support data for preparation and intake.

Here, high-capacity solid-state drives are needed to enhance existing HDD storage or to create new all-flash storage systems.

Then comes the training of AI models to make accurate predictions with training data. This happens on high-performance supercomputers — requiring specialized and high-performance storage to operate efficiently.

High-bandwidth flash storage and low-latency optimized eSSDs are designed to meet the specific needs of this stage.

Next, inference and prompting involves creating a user-friendly interface for AI models. This includes an application programming interface (API), dashboards and tools that combine context to specific data with end-user prompts.

With AI creating new data and making existing data more valuable, a cycle quickly emerges, where increased data generation leads to expanded storage needs.

Peter Hayles

Then, AI models will integrate into internet and client applications without needing to replace current systems, meaning that maintaining current systems alongside new AI computing will require further storage.

Here larger, faster SSDs are required for AI upgrades in computers, and higher-capacity embedded flash devices are required for smartphones and Internet of Things systems.

The AI inference engine stage follows, where trained models are deployed into production environments to analyze new data and generate new content or provide real-time predictions. The engine’s level of efficiency is critical to achieve quick and accurate AI responses.

To ensure comprehensive data analysis, significant storage performance is required. High-capacity SSDs can be used for streaming or to model data into inference servers based on scale or response time needs, while high-performance SSDs can be used for caching.

Finally, the new content is generated, with insights produced by AI models and then stored. This stage feeds back into the data cycle, driving continuous improvement by increasing the value of data for training or to be analyzed by future models.

The generated content will be stored in enterprise hard drives for datacenter archives and in both high-capacity SSDs and embedded flash devices for AI edge devices.

By understanding these six stages of the AI data cycle and having the right tools in place, businesses can better sustain the technology to perform internal business functions and capitalize on the benefits AI offers.

Today’s AI uses data to produce text, video, images and other interesting content. This continuous loop of data consumption and generation accelerates the need for performance-driven and scalable storage technologies for managing large AI datasets and re-factoring complex data efficiently, driving further innovation.

Demands for storage are significantly increasing as its role becomes more prevalent. Access to data, the efficiency and accuracy of AI models, and larger, higher-quality datasets will increasingly become important.

Additionally, as AI becomes embedded across nearly every industry, partners and customers can expect to see storage component providers tailor products to each stage of the AI data cycle.

• Peter Hayles is the product marketing manager for hard disk drives at the US computer manufacturer and data storage company Western Digital

Disclaimer: Views expressed by writers in this section are their own and do not necessarily reflect Arab News' point of view

Sebastian Munoz wins first LIV event, Jon Rahm clinches 2025 individual title at Indianapolis

Sebastian Munoz wins first LIV event, Jon Rahm clinches 2025 individual title at Indianapolis
Updated 48 min 41 sec ago

Sebastian Munoz wins first LIV event, Jon Rahm clinches 2025 individual title at Indianapolis

Sebastian Munoz wins first LIV event, Jon Rahm clinches 2025 individual title at Indianapolis
  • It was Munoz’s first career LIV victory after he previously had six top-five finishes and 13 top-10 finishes over his three years on the tour

Colombia’s Sebastian Munoz birdied the final two holes of regulation and won a one-hole playoff over Spain’s Jon Rahm to win the LIV Golf Indianapolis event Sunday in Westfield, Indiana
Rahm, who surged up the leaderboard in the third round by shooting an 11-under-par 60, lost the event but narrowly won his second consecutive LIV Golf Individual Championship over Chile’s Joaquin Niemann.
Munoz entered the day tied with Dustin Johnson atop the leaderboard at 16 under. A bogey on the par-4 15th hole dropped him to 20 under for the tournament while Rahm ended his round on a run, shooting his final six holes at 5 under to get into the clubhouse at 22 under.
After a par on the 16th hole, Munoz rallied with back-to-back birdies on the final two holes to force a playoff and birdied the 18th hole once again to end the playoff after Rahm’s birdie putt drifted just left of the hole.
It was Munoz’s first career LIV victory after he previously had six top-five finishes and 13 top-10 finishes over his three years on the tour.
“There’s no words to describe it right now. I’m proud of myself,” Munoz said. “It’s been a long time coming, six years since my last win, and it’s awesome right now being able to take it in with my daughter, my family, everyone here, it’s great.”
Rahm, who entered the day tied for ninth at 11-under, was sensational throughout the final individual round of the 2025 LIV season. He finished a bogey-free front nine with five birdies. On the back nine, he scored an eagle on the Par-5 13th, and then birdied the final four holes after a bogey on the par-3 14th.
Rahm won the individual title despite not winning a single event this season. He stormed past Niemann at the wire with three second-place finishes in the last four LIV events.
But he admitted the feelings weren’t all joy because he lost a playoff for the second straight tournament.
“Slightly bittersweet. Like I know I’m supposed to be happy. It’s a great moment. But it just doesn’t feel great to finish the year losing two playoffs,” Rahm said. “That part doesn’t feel great, so I’m sure over time I’ll get over that, and I really appreciate what I’ve done this year. To be able to win the season without actually winning a tournament, I know eventually I’ll be proud of that.”
Niemann entered the week No. 1 in the individual championship standings, with five wins in the first 12 events of the season. He finished tied for fourth in Indianapolis to total 223.66 points in the individual standings, just behind Rahm’s 226.16.
“We all know how good of a player he is, and yeah, he played amazing,” Niemann said. “I feel like he didn’t miss many shots, made a lot of putts, left his ball close to the hole pretty much every time. I played good. I started playing my best golf on the back nine, which I’m proud of it, but at the end of the day, the putts didn’t drop, and it wasn’t enough.”
Niemann and Munoz are teammates on Torque GC, which won the team title at Indianapolis with a team score of 64 under, 10 strokes clear of second-place Legion XIII (54 under).
England’s Ian Poulter entered the day in the relegation zone, but he birdied four of his final holes to finish 48th in the LIV individual standings, the final secure spot for the 2026 season.
Henrik Stenson of Sweden, Andy Ogletree, Chile’s Mito Pereira, Yubin Jang of South Korea, Anthony Kim and Denmark’s Frederik Kjettrup are the six players who finished in the relegation zone (49th through 54th in the individual standings). They will have to play their way back onto the tour by winning the International Series or through LIV Golf Promotions.
The 2025 LIV season comes to an end Aug. 22 through 24 with the Team Championship event at The Cardinal at St. John’s in Plymouth, Michigan-Field Level Media.


European, NATO leaders to join Ukraine’s Zelensky for meeting with Trump

European, NATO leaders to join Ukraine’s Zelensky for meeting with Trump
Updated 18 August 2025

European, NATO leaders to join Ukraine’s Zelensky for meeting with Trump

European, NATO leaders to join Ukraine’s Zelensky for meeting with Trump
  • Leaders from Britain, France, Germany, Italy and Finland are rallying around the Ukrainian president after his exclusion from Trump-Putin summit in Alaska
  • “The Europeans are very afraid of the Oval Office scene being repeated and so they want to support Mr. Zelensky to the hilt,” says French diplomat

KYIV, Ukraine: European and NATO leaders announced Sunday they will join President Volodymyr Zelensky in Washington to present a united front in talks with President Donald Trump on ending Russia’s war in Ukraine and firming up US security guarantees now on the negotiating table.
Leaders from Britain, France, Germany, Italy and Finland are rallying around the Ukrainian president after his exclusion from Trump’s summit on Friday with Russian President Vladimir Putin. Their pledge to be at Zelensky’s side at the White House on Monday is an apparent effort to ensure the meeting goes better than the last one in February, when Trump berated Zelensky in a heated Oval Office encounter.
“The Europeans are very afraid of the Oval Office scene being repeated and so they want to support Mr. Zelensky to the hilt,” said retired French Gen. Dominique Trinquand, a former head of France’s military mission at the United Nations.
“It’s a power struggle and a position of strength that might work with Trump,” he said.
Putin agreed at his summit in Alaska with Trump that the US and its European allies could offer Ukraine a security guarantee resembling NATO’s collective defense mandate as part of an eventual deal to end the 3 1/2-year war, special US envoy Steve Witkoff said in an interview Sunday on CNN’s “State of the Union.”
It “was the first time we had ever heard the Russians agree to that,” said Witkoff, who called it “game-changing.”

European Commission President Ursula van der Leyen (R) and Ukraine's President Volodymyr Zelenskyy (C) appear on a screen during a video conference with French President Emmanuel Macron (L) on August 17, 2025. (POOL / AFP)

Later, French President Emmanuel Macron said the European delegation will ask Trump to back plans they drafted to beef-up Ukraine’s armed forces — already Europe’s largest outside of Russia — with more training and equipment to secure any peace.
“We need a credible format for the Ukrainian army, that’s the first point, and say — we Europeans and Americans — how we’ll train them, equip them, and finance this effort in the long-term,” the French leader said.
The European-drafted plans also envision an allied force in Ukraine away from the front lines to reassure Kyiv that peace will hold and to dissuade another Russian invasion, Macron said. He spoke after a nearly two-hour video call Sunday with nations in Europe and further afield — including Canada, Australia and Japan — that are involved in the so-called “coalition of the willing.”
The “several thousand men on the ground in Ukraine in the zone of peace” would signal that “our fates are linked,” Macron said.
“This is what we must discuss with the Americans: Who is ready to do what?” Macron said. “Otherwise, I think the Ukrainians simply cannot accept commitments that are theoretical.”
European Commission President Ursula von der Leyen said earlier at a news conference in Brussels with Zelensky that “we welcome President Trump’s willingness to contribute to Article 5-like security guarantees for Ukraine. And the ‘coalition of the willing’ — including the European Union — is ready to do its share.”
Macron said the substance of security guarantees will be more important than whether they are given an Article 5-type label.
“A theoretical article isn’t enough, the question is one of substance,” he said. “We must start out by saying that the first of the security guarantees for Ukraine is a strong Ukrainian army.”
Along with Von der Leyen and Macron, British Prime Minister Keir Starmer, German Chancellor Friedrich Merz, Italian Premier Giorgia Meloni and Finnish President Alexander Stubb also said they’ll will take part in Monday’s talks, as will secretary-general of the NATO military alliance, Mark Rutte.
The European leaders’ support could help ease concerns in Kyiv and in other European capitals that Ukraine risks being railroaded into a peace deal.
Neil Melvin, director of international security at the London-based Royal United Services Institute, said European leaders are trying to “shape this fast-evolving agenda.” After the Alaska summit, the idea of a ceasefire appears all-but-abandoned, with the narrative shifting toward Putin’s agenda of ensuring Ukraine does not join NATO or even the EU.
US Secretary of State Marco Rubio said on NBC’s “Meet the Press” on Sunday that a possible ceasefire is “not off the table” but that the best way to end the war would be through a “full peace deal.”
Putin has implied that he sees Europe as a hindrance to negotiations. He has also resisted meeting Zelensky in person, saying that such a meeting can only take place once the groundwork for a peace deal has been laid.
Speaking to the press after his meeting with Trump, the Russian leader raised the idea that Kyiv and other European capitals could “create obstacles” to derail potential progress with “behind-the-scenes intrigue.”
For now, Zelensky offers the Europeans the “only way” to get into the discussions about the future of Ukraine and European security, says RUSI’s Melvin.

 

However, the sheer number of European leaders potentially in attendance means the group will have to be “mindful” not to give “contradictory” messages, Melvin said.
“The risk is they look heavy-handed and are ganging up on Trump,” he added. “Trump won’t want to be put in a corner.”
Although details remain hazy on what Article 5-like security guarantees from the US and Europe would entail for Ukraine, it could mirror NATO membership terms, in which an attack on one member of the alliance is seen as an attack on all.
Zelensky continues to stress the importance of both US and European involvement in any negotiations.
“A security guarantee is a strong army. Only Ukraine can provide that. Only Europe can finance this army, and weapons for this army can be provided by our domestic production and European production. But there are certain things that are in short supply and are only available in the United States,” he said at the press conference Sunday alongside Von der Leyen.
Zelensky also pushed back against Trump’s assertion — which aligned with Putin’s preference — that the two sides should negotiate a complete end to the war, rather than first securing a ceasefire. Zelensky said a ceasefire would provide breathing room to review Putin’s demands.
“It’s impossible to do this under the pressure of weapons,” he said. “Putin does not want to stop the killing, but he must do it.”
 


LIV’s DeChambeau joins Henley and English as US Ryder Cup qualifiers

LIV’s DeChambeau joins Henley and English as US Ryder Cup qualifiers
Updated 9 min 22 sec ago

LIV’s DeChambeau joins Henley and English as US Ryder Cup qualifiers

LIV’s DeChambeau joins Henley and English as US Ryder Cup qualifiers

NEW YORK: LIV Golf’s Bryson DeChambeau joined PGA Tour players Russell Henley and Harris English in qualifying for US Ryder Cup team spots after Sunday’s BMW Championship, the last US points event.
World number one Scottie Scheffler, a two-time Masters champion who won this year’s British Open and PGA Championship, US Open winner J.J. Spaun and two-time major winner Xander Schauffele had already clinched berths based on accumulated qualifying points.
US Ryder Cup captain Keegan Bradley will announce his six captain’s picks to complete the squad on August 27, with a major question being whether or not he will pick himself to play against Europe at Bethpage Black next month.
Scheffler, who won his fifth title of the year Sunday at the BMW, is 2-2-3 in Ryder Cup matches.
Spaun and Henley will be making their Ryder Cup debuts.
Schauffele, last year’s British Open and PGA Championship winner, is 4-4-0 in two prior Ryder Cups while English was 1-2-0 on the triumphant US team in 2021 at Whistling Straits.
DeChambeau, a two-time US Open champion, won this year’s LIV Golf Korea title and has a 2-3-1 Ryder Cup record.


Jordan opens field hospital in Gaza

Jordan opens field hospital in Gaza
Updated 18 August 2025

Jordan opens field hospital in Gaza

Jordan opens field hospital in Gaza
  • The facility includes departments for general medicine, obstetrics and gynecology, orthopedics, dentistry, pediatrics, internal medicine and pre-operative care

AMMAN: A new Jordanian field hospital began operating in Gaza on Sunday, providing medical and therapeutic services across multiple specialties as part of the kingdom’s continued support for the health sector in the Palestinian enclave, the Jordan News Agency reported.
The commander of the Jordanian Field Hospital Gaza/83 said medical teams immediately set up clinics and equipped them with the necessary devices to begin operations.
The facility includes departments for general medicine, obstetrics and gynecology, orthopedics, dentistry, pediatrics, internal medicine and pre-operative care.
Gazans expressed appreciation for Jordan’s ongoing assistance, noting that medical and humanitarian aid delivered through airdrops and ground convoys has helped ease their suffering amid Israel’s invasion, JNA added.


World No. 3 Swiatek powers past Rybakina into Cincinnati WTA final

World No. 3 Swiatek powers past Rybakina into Cincinnati WTA final
Updated 17 August 2025

World No. 3 Swiatek powers past Rybakina into Cincinnati WTA final

World No. 3 Swiatek powers past Rybakina into Cincinnati WTA final
  • Poland’s Swiatek, the reigning Wimbledon champion, recovered an early break in the opening set and powered away to beat 2022 All England winner Rybakina

CINCINNATI: Iga Swiatek reached the final of the ATP-WTA Cincinnati Open for the first time on Sunday, surging past Elena Rybakina 7-5, 6-3 in a match played in sweltering summer conditions.
Poland’s Swiatek, the reigning Wimbledon champion, recovered an early break in the opening set and powered away to beat 2022 All England winner Rybakina — who had swept past world number one and defending champion Aryna Sabalenka in the quarter-finals.
Swiatek, a former world number one now ranked third, had twice stalled at the semifinal stage at the pre-US Open event, but booked her title chance on her third opportunity.
She will vie for the title on Monday against either seventh-seeded Italian Jasmine Paolini or Veronika Kudermetova.
“It was a tough match,” Swiatek said. “At the beginning it was crazy, so hot and we were playing so fast.”
The six-time Grand Slam champion recovered from 3-5 down in the opening set, sweeping the last four games.
Swiatek jumped to a 4-1 lad in the second, sandwiching a pair of love service games around a break of Rybakina’s serve.
But Kazakhstan’s Rybakina made her work for it, fending off three break points in the sixth game and saving a pair of match points in the eighth before Swiatek closed it out a game later.
“I was playing with intensity and quality,” Swiatek said. “I feel good about my game right now and would not change anything.”
Swiatek said she was prepared for a tough final, no matter who she faces.
“Anyone who is there will have been playing well,” she said. “Each of them play completely different tennis. I’ll have to figure out my tactics. I’ve progressed well at this tournament and I want to continue that.”
Before her 6-0, 6-0 Wimbledon final win over Amanda Anisimova last month, Swiatek had been in a trophy drought with her last prior title coming in June 2024 at Roland Garros.
Another victory on Monday would be a strong springboard into the US Open, where first-round play starts on August 24.