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

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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

Graffiti left by Israeli soldiers turn south Lebanon homes into a canvas of war

Graffiti left by Israeli soldiers turn south Lebanon homes into a canvas of war
Updated 1 min 17 sec ago
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Graffiti left by Israeli soldiers turn south Lebanon homes into a canvas of war

Graffiti left by Israeli soldiers turn south Lebanon homes into a canvas of war
  • One yellow wall had written on it signs of preparedness: the cardinal directions in red
  • On another is what appears to be a battle plan: a hand-drawn map, a list of soldiers slated for a task and supplies — a drone, a stretcher

KHIAM, Lebanon: Residents of southern Lebanon have been gradually returning to their villages to find their homes heavily damaged by the fighting between Israel and the Lebanese militant group Hezbollah.
As they scour what remains, they are discovering that the battle-scarred walls of their houses served as a canvas for Israeli soldiers and Hezbollah supporters that tell the story of the war.
The scrawled messages give insight into the battles that erupted after Israel launched a ground invasion into southern Lebanon in October 2024, months after Hezbollah began firing rockets and drones at Israel in solidarity with the Palestinian militant group Hamas in the Gaza Strip.
A ceasefire in November allowed Lebanese residents to begin returning to their homes, which had been occupied by Israeli troops.
One yellow wall had written on it signs of preparedness: the cardinal directions in red. On another is what appears to be a battle plan: a hand-drawn map, a list of soldiers slated for a task and supplies — a drone, a stretcher.
“Wake up Kochuk every hour on the hour from 20:00,” reads one instruction, apparently referring to a soldier.
Elsewhere, a warning to the returnees: “We will be back,” scribbled in English, in gray spray paint, with a Star of David; the word Lebanon in red, with a large X crossing it out. One message reads cynically, “Thanks for the hospitality,” with a heart.
Others reveal moments of boredom — the rules of a card game spelled out in meticulous detail in Hebrew, along with sketches of most of the suit of hearts; a drawing of SpongeBob SquarePants, a dog, a ninja.
And still other messages appear intended to leave a personal mark: “Congratulations, mom,” scrawled in dark red on a bright pink bedroom wall, above a bed piled with belongings and near a photo of a local couple.
In another room, with windows blacked out by tarps and littered with garbage, a Bible verse. In a kitchen, inside an empty refrigerator alcove, a drawing of a blue menorah.
But not just messages from Israeli soldiers were left behind. Peppered throughout homes in the village of Khiam are notes in Arabic written by Hezbollah fighters or their supporters after Israeli forces withdrew earlier this month.
They underscore the continued allegiance to Hezbollah despite the hard blows it endured during the war. “Wish we lost everything and you stayed, Sayyed,” referring to Hezbollah’s longtime leader Hassan Nasrallah, who was killed in Israeli strikes in southern Beirut in September.
“Khiam is Golani’s graveyard,” reads a warning on one wall, referring to an Israeli military unit. On another, a message of defiance: “Our flag will not fall. ... We will not drop our weapons.”


Closing Bell: Saudi main index slips to 12,233 amid mixed market performance

Closing Bell: Saudi main index slips to 12,233 amid mixed market performance
Updated 14 min 8 sec ago
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Closing Bell: Saudi main index slips to 12,233 amid mixed market performance

Closing Bell: Saudi main index slips to 12,233 amid mixed market performance

RIYADH: Saudi Arabia’s Tadawul All Share Index dipped on Wednesday, losing 68.58 points, or 0.56 percent, to close at 12,232.65.  

The total trading turnover of the benchmark index was SR5.80 billion ($1.54 billion), as 95 stocks advanced, while 141 retreated.     

The MSCI Tadawul Index also decreased by 10.34 points, or 0.67 percent, to close at 1,532.52.  

Nomu, the Kingdom’s parallel market, rose, gaining 13.50 points, or 0.04 percent, to close at 31,286.23. This comes as 43 stocks advanced, while 33 retreated.  

The best-performing stock was CHUBB Arabia Cooperative Insurance Co., with its share price surging by 10 percent to SR47.85.  

Other top performers included Naseej International Trading Co., which saw its share price rise by 9.64 percent to SR104.60, and East Pipes Integrated Co. for Industry which saw a 4.11 percent increase to SR162.  

Saudi Telecom Co. was also among the top performers with a 3.58 percent increase to reach SR46.30. Jamjoom Pharmaceuticals Factory Co. also increased by 3.11 percent to reach SR172.20.  

The biggest decliner of the day was Saudi Ceramic Co., with its share price dropping 5.29 percent to SR28.65. 

Yanbu National Petrochemical Co. fell 4.21 percent to SR35.25, while Saudi Industrial Investment Group dropped 3.33 percent to SR17.42. 

Arriyadh Development Co. dropped 3.23 percent to SR33, while Saudia Dairy and Foodstuff Co. declined 3.03 percent to SR306.80. 

On the announcements front, Almoosa Health Co. reported a 22.8 percent year-on-year revenue growth in 2024, reaching SR1.20 billion, driven by increased patient volume, higher outpatient revenue, an expanded specialty mix, and a strategic focus on high-end tertiary care.   

The company’s fourth quarter revenue rose 21.7 percent year on year, reflecting strong performance across all segments.  

Almoosa Health maintained profitability despite rising costs, with the cost of revenue increasing by 23.6 percent for 2024 and 25 percent in fourth quarter due to business expansion and increased patient volumes.   

Almoosa Health Co.’s share price dropped 1.12 percent on Wednesday to settle at SR159.20.  

In other financial disclosures, stc reported key financial highlights for 2024, with revenues reaching SR75.9 billion, a 5.7 percent increase from 2023.   

The company’s net profit surged 85.7 percent to SR24.7 billion in 2024. It also announced a fourth-quarter dividend distribution of SR0.55 per share, in line with its approved dividend policy, along with an additional cash dividend of SR2 per share.  

Rasan Information Technology Co. reported strong financial results for the fiscal year 2024, with revenue increasing 39.8 percent year on year to SR358.3 million, up from SR256.2 million in the previous year.   

The company attributed this growth to a 25 percent rise in insurance policy sales, particularly in medical insurance, which saw a 69 percent increase despite a decline in average written premiums.   

Additionally, the launch of new products, expanded cross-selling initiatives, and a strengthened network of strategic partners contributed to revenue growth.  

Its net profit for 2024 more than doubled, increasing 106.2 percent to SR94.7 million, compared to SR46.0 million in 2023.   

The company credited this profit growth to an 8.6 percentage point increase in gross profit margin, which reached 66.5 percent in 2024.   

Rasan’s share price dropped by 0.91 percent on Wednesday to settle at SR87.  

Halwani Bros. Co. reported a 9.8 percent year-on-year increase in revenue for 2024, reaching SR969.1 million, compared to SR882.7 million in the previous year.   

The company attributed this growth to higher sales in Saudi Arabia, increased export sales, and geographical expansion through enhanced sales channels and restructuring of the sales department.  

Its net profit rebounded significantly, reaching SR44.7 million, compared to a net loss of SR98 million in 2023.   

The company credited this turnaround to higher domestic and export sales, a better sales mix, reduced selling and administrative expenses, and a SR5.4 million boost from the reversal of certain provisions.  

Halwani Bros. Co.’s share price dropped 0.18 percent on Wednesday to settle at SR56.60. 


KSrelief reflects on a decade of aid, global outreach

KSrelief reflects on a decade of aid, global outreach
Updated 43 sec ago
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KSrelief reflects on a decade of aid, global outreach

KSrelief reflects on a decade of aid, global outreach
  • Dr. Abdullah Al-Rabeeh says ‘we invested in neutrality and improving humanitarian law’
  • Dr. Al-Rabeeah: ‘If you look at the map of our work, you can tell easily it has nothing to do with politics. It has no religious boundaries, no color boundaries, no race boundaries’

RIYADH: Saudi aid agency KSrelief’s global humanitarian efforts over the past decade have played important roles in many countries. To celebrate the agency’s 10-year journey, hundreds involved in humanitarian action gathered at the Riyadh International Humanitarian Forum, where Saudi Arabia emphasized the importance of building strong partnerships by connecting relevant organizations.

Speaking to Arab News on the sidelines of the forum, KSrelief Supervisor General Dr. Abdullah Al-Rabeeah said: “I appreciate Arab News’s efforts to raise awareness about humanitarian work. There is no doubt that KSrelief has had an important journey over the past 10 years.”

He said that the agency started small but significant, just as Saudi Arabia’s history and humanitarian work have been vast, from the inception of the Kingdom, adding that the leaders of Saudi Arabia have been very active in supporting global humanitarian work.

“The best way to enhance our work is by building strong partnerships,” he said. “Over the years, we have formed over 211 partnerships with UN, international, regional, and local organizations. We have also diversified our efforts, working across 12 humanitarian sectors.”

Al-Rabeeah said that the Kingdom developed a strong volunteering program and invested in improving international humanitarian law, ensuring impartiality and neutrality in its work.

“We have implemented more than 3,355 projects with a budget exceeding $7.3 billion. We are proud to work in 106 countries. If you look at the map of our work, you can tell easily it has nothing to do with politics. It has no religious boundaries, no color boundaries, no race boundaries.

“This is the essence of humanitarian work. You should have neutral work that aims to lift up the misery of those who are in crisis or in tragedy, or in fragile countries, and bring them to a much better condition that actually respects human life,” he said.

He added: “We have shown the world how professionalism can lead to positive outcomes, and the best example of this is our volunteer work. We started just a few years ago, and today we have 76,000 volunteers registered on our website. Our volunteers have implemented 876 projects in 52 countries.

“We have performed over 200,000 surgeries and other medical procedures. Thanks to our government, our leaders, and our workers, we have demonstrated how to be a true partner in the global humanitarian arena.”

When asked about partnership and how KSrelief enhances collaboration to address evolving humanitarian needs in these challenging times, Al-Rabeeah emphasized the importance of partnership, which he said involves coming together, sharing experiences, identifying needs, and setting priorities.

He explained that the exchange of information between partners has been crucial. This partnership, he said, has guided KSrelief in prioritizing resource investments and projects.

Al-Rabeeah added that since 2015, this approach has matured, enabling KSrelief to become one of the leading global organizations in humanitarian decision-making.

On the urgent humanitarian efforts, such as establishing air bridges with Lebanon, Syria, and Gaza, he said: “When a crisis hits, like in Syria, Lebanon, Gaza, and Sudan, we must act quickly to save lives. The fastest way to reach people is through air bridges.

“We deploy planes and supplies quickly to those in need. That’s why we began with an air bridge and then complemented it with land and sea bridges for a rapid and sustained response.”

Al-Rabeeah said the humanitarian forum came at a critical time, with tremendous global need.

“There are many challenges, crises, and issues worldwide, along with an expanding funding gap. That’s why we invited the UN, global humanitarian leaders, and various actors to sit at one table, discuss the best ways to improve the impact of humanitarian work on the ground, minimize the effects on those in need, and capitalize on the resources we have,” he said.


Sudan’s military is making advances to retake the capital

Sudan’s military is making advances to retake the capital
Updated 19 min 31 sec ago
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Sudan’s military is making advances to retake the capital

Sudan’s military is making advances to retake the capital
  • For the first time, the military has been making steady advances against its rival
  • The RSF responded by announcing at a gathering in Kenya that it and its allies will establish a parallel government

CAIRO: The war in Sudan appears to be reaching a critical juncture after nearly two years of fighting that has killed tens of thousands, driven millions from their homes and seen bloody atrocities.
For the first time, the military has been making steady advances against its rival, the notorious paramilitary Rapid Support Forces, and it could soon wrest back control of the capital, Khartoum.
The RSF responded by announcing at a gathering in Kenya that it and its allies will establish a parallel government.
Few think the war will end any time soon, but here is a look at what the developments could mean.
What’s happening on the ground?
The war erupted in April 2023 between the military and the RSF with battles in Khartoum and around the country. The leaders of the two forces had been allies who were meant to have overseen the democratic transition after a popular uprising in 2019, but instead worked together to thwart a return to civilian rule.
However, tensions exploded into a bloody fight for power.
Since then, at least 20,000 people have been killed, though the number is likely far higher. The war has driven more than 14 million people from their homes and pushed parts of the country into famine.
In recent weeks, the military has pushed deeper into the Greater Khartoum area, which includes the capital and its two sister cities, Omdurman and Khartoum North. Its forces are aiming to retake districts still held by the RSF, including the presidential palace and key ministries.
The military has also taken back much of White Nile and Gezira provinces, bordering the capital. In nearby North Kordofan province, troops broke a long RSF siege of the provincial capital, el-Obeid.
The advances are “the first time that SAF has reversed RSF momentum for any major period of time since the start of the war,” said Alan Boswell of the International Crisis Group, a research consultancy, using an acronym of the Sudanese Armed Forces.
Will the war end if the military retakes Khartoum?
A military victory in Khartoum would likely just move the war into a new chapter, creating a de facto partition of Sudan into military- and RSF-run zones.
That partition would not be “stable or durable,” Boswell said, meaning more fighting would ensue.
Military chief Gen. Abdel-Fattah Burhan has shown no sign of engaging in serious peace talks. The RSF, headed by Gen. Mohamed Hamdan Dagalo, has seemed to be determined to keep fighting.
The RSF still holds much of western Sudan, particularly most of the Darfur region. On Monday, the RSF announced a new assault on El- Fasher, capital of North Darfur state, held by the military. Heavy fighting in North Darfur this week forced the international medical aid group Doctors Without Borders to halt aid to the Zamzam camp, where some 500,000 displaced people are living and where authorities have declared a famine is taking place.
Boswell said a victory in Khartoum could also cause strains to break open in the military’s coalition. The military has been backed by a collection of armed factions – including former Darfur rebels and Islamist brigades — that are historic rivals united only by the goal of fighting the RSF.
What is the significance of the RSF’s ‘parallel government’?
The RSF and its allies signed a charter over the weekend in Kenya’s capital, Nairobi, establishing a parallel government.
“They are trying to achieve a victory politically that they cannot achieve militarily,” Cameron Hudson, a senior fellow in the Africa Program at the Center for Strategic and International Studies, told AP.
Burhan has also spoken of setting up a transitional government, raising the potential for two rival administrations jockeying for support as their forces battle — entrenching Sudan’s effective partition.
“Once again, Sudan is heading toward fragmentation and disintegration, a stage more dangerous than mere division leading to two stable states,” Khalid Omar, a pro-democracy activist and former minister, said in a Facebook post Sunday.
The RSF’s 16-page government charter, seen by the AP, calls for “a secular, democratic and decentralized state,” maintaining what it called Sudan’s “voluntary integrity of its territory and peoples” — a nod to Sudan’s many communities demanding autonomy from Khartoum.
The RSF grew out of the notorious Janjaweed militias, mobilized two decades ago by then-president Omar Al-Bashir against populations that identify as Central or East African in Darfur. The Janjaweed were accused of mass killings, rapes and other atrocities. Before the latest war erupted, the RSF joined with the military to overthrow civilian leaders, and RSF fighters attacked pro-democracy protests, killing and raping activists.
In the current war, the RSF has been accused of numerous atrocities. The Biden administration slapped Dagalo with sanctions, saying the RSF and its proxies were committing genocide. The military has also been accused of atrocities, though on a smaller scale.
Sen. Jim Risch, chairman of the Senate Foreign Relations Committee, slammed Kenya for hosting the RSF conference, saying in a posting on X that it was “helping the RSF legitimize their genocidal rule in Sudan under the guise of peacemaking.”
But some in Sudan’s political factions support the RSF, mistrusting the military for its ties to Islamists who backed Al-Bashir’s autocratic rule.
The civilian pro-democracy movement has split between pro- and anti-Dagalo factions. A leader from the Umma Party, traditionally the main political party, signed the charter at the Nairobi meeting. The party responded by throwing him out.
The most notable participant in Nairobi was the Sudan People’s Liberation Movement-North (SPLM-N), led by Abdelaziz Al-Hilu. The group, which fought the military in the past, is a breakaway faction of the SPLM, South Sudan’s ruling party.
The growing ties with the RSF could broaden the war into the SPLM-N’s stronghold, the Nuba Mountains, spared fighting since a 2016 ceasefire deal with the military.
Are things changing for Sudanese?
The military’s capture of new areas has opened the way for some displaced Sudanese to return. Those who fled to Egypt have been returning home at a rate of around 500 a day, the Sudanese crossings authority said last month.
Khalid Abdelsalam, a Sudanese doctor in Khartoum, told the AP some people have returned to homes in Omdurman, Khartoum North and parts of Gezira state, as well as back to villages that “had been completely abandoned.”
An aid worker in North Darfur, an area contested between the military and RSF, said some people had felt safe to return to army-held areas. But the RSF continues to attack gatherings of civilians, said the worker, who spoke on the condition that he and his organization not be named for security reasons.
He said the area he is in lacks water, food and medical services, adding that the situation is “catastrophic.”


First use of sustainable aviation fuel in Saudi Arabia to be at Red Sea International Airport

First use of sustainable aviation fuel in Saudi Arabia to be at Red Sea International Airport
Updated 37 min 46 sec ago
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First use of sustainable aviation fuel in Saudi Arabia to be at Red Sea International Airport

First use of sustainable aviation fuel in Saudi Arabia to be at Red Sea International Airport

RIYADH: Sustainable aviation fuel will be used in Saudi Arabia for the first time after a deal was struck for airplanes using Red Sea International Airport.

An agreement between Red Sea Global, daa International, and Arabian Petroleum Supply Co. will see the airport supplied with a 35 percent SAF blend, cutting direct aircraft emissions by up to 35 percent. 

The deal marks a significant step in reducing aviation-related carbon emissions in the Kingdom, according to a press release. 

This aligns with the company’s goal to power all operations at the Red Sea with renewable energy. It has already installed over solar panels capable of producing 400 megawatts, which is expected to offset up to 600,000 tonnes of carbon dioxide equivalent annually. 

John Pagano, Group CEO of Red Sea Global, said that by introducing SAF to the Kingdom, the company is significantly reducing guests’ personal carbon footprints from the moment they arrive and even after they depart. 

“More than this, we’re supporting the wider aviation sector to start making choices that are better for the environment,” he added. 

SAF is a lower-carbon alternative to traditional jet fuel, designed to reduce greenhouse gas lifecycle emissions. It can be produced from renewable sources, waste-derived materials, or synthesized from clean hydrogen and captured carbon dioxide.  

In accordance with international standards set by the International Civil Aviation Organization and the International Air Transport Association, SAF must be blended with conventional Jet A1 fuel.  

Aviation fuel significantly impacts sustainability, with the industry contributing about 2.5 percent of global carbon emissions annually.  

SAFs can reduce emissions by up to 80 percent but currently account for less than 0.1 percent of jet fuel used by major US airlines.  

Challenges include high production costs and limited availability, hindering widespread adoption. 

“Introducing sustainable aviation fuel at Red Sea International Airport marks a significant milestone in our commitment to environmental stewardship and sustainability. This groundbreaking initiative not only reduces carbon emissions but also aligns with our broader mission to protect the Red Sea’s unique and fragile ecosystem,” said Michael White, chief commercial officer at RSI. 

RSG’s commitment to sustainability extends beyond aviation fuel. Its subsidiary air operator, Fly Red Sea, will exclusively refuel its seaplane fleet with SAF and lower-carbon aviation fuel.  

Additionally, RSG has committed to planting and restoring 50 million mangroves by 2030 to enhance carbon sequestration and biodiversity in collaboration with the National Center for Vegetation Cover.  

The Red Sea welcomed its first guests in 2023, with five hotels now open. RSI has been receiving regular domestic flights since September 2023, and international flights began in April with a twice-weekly route to Dubai International Airport.  

Upon full completion in 2030, the Red Sea will feature 50 resorts, offering up to 8,000 hotel rooms and over 1,000 residential properties, alongside marinas, golf courses, entertainment venues, and leisure facilities.