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From Vision to Validation: A Theory- and Data-Driven Construction of a GCC-Specific AI Adoption Index

Albous, Mohammad Rashed, Anouze, Abdel Latef

arXiv.org Artificial Intelligence

Artificial intelligence (AI) is rapidly transforming public - sector processes worldwide, yet standardized measures rarely address the unique drivers, governance models, and cultural nuances of the Gulf Cooperation Council (GCC) countries. This study employs a theory - driven foundation derived from an in - depth analysis of literature review and six National AI Strategies (NASs), coupled with a data - driven approach that utilizes a survey of 203 mid - and senior - level government employees and advanced statistical techniques (K - Means clustering, Principal Component Analysis, and Partial Least Squares Structural Equation Modeling). By combining policy insights with empirical evidence, the research develops and validates a novel AI Adoption Index specifically tailored to the GCC public sector. Findings indicate that robust technical infrastructure and clear policy mandates exert the strongest influence on successful AI implementations, overshadowing organizational readiness in early adoption stages. The combined model explains 70% of the variance in AI outcomes, suggesting that resource - rich environments and top - down policy directives can drive rapid but uneven technology uptake. By consolidating key dimensions (Technical Infrastructure (TI), Organizational Readiness (O R), and Governance Environment (GE)) into a single composite index, this study provides a holistic yet context - sensitive tool for benchmarking AI maturity. The index offers actionable guidance for policymakers seeking to harmonize large - scale deployments w ith ethical and regulatory standards. Beyond advancing academic discourse, these insights inform more strategic allocation of resources, cross - country cooperation, and capacity - building initiatives, thereby supporting sustained AI - driven transformation in the GCC region and beyond.


Trump, Saudi Crown Prince Mohammed bin Salman to meet at White House amid diplomatic shifts in region

FOX News

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Artificial intelligence and the Gulf Cooperation Council workforce adapting to the future of work

Albous, Mohammad Rashed, Stephens, Melodena, Al-Jayyousi, Odeh Rashed

arXiv.org Artificial Intelligence

The rapid expansion of artificial intelligence (AI) in the Gulf Cooperation Council (GCC) raises a central question: are investments in compute infrastructure matched by an equally robust build-out of skills, incentives, and governance? Grounded in socio-technical systems (STS) theory, this mixed-methods study audits workforce preparedness across Kingdom of Saudi Arabia (KSA), the United Arab Emirates (UAE), Qatar, Kuwait, Bahrain, and Oman. We combine term frequency--inverse document frequency (TF--IDF) analysis of six national AI strategies (NASs), an inventory of 47 publicly disclosed AI initiatives (January 2017--April 2025), paired case studies, the Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) and the Saudi Data & Artificial Intelligence Authority (SDAIA) Academy, and a scenario matrix linking oil-revenue slack (technical capacity) to regulatory coherence (social alignment). Across the corpus, 34/47 initiatives (0.72; 95% Wilson CI 0.58--0.83) exhibit joint social--technical design; country-level indices span 0.57--0.90 (small n; intervals overlap). Scenario results suggest that, under our modeled conditions, regulatory convergence plausibly binds outcomes more than fiscal capacity: fragmented rules can offset high oil revenues, while harmonized standards help preserve progress under austerity. We also identify an emerging two-track talent system, research elites versus rapidly trained practitioners, that risks labor-market bifurcation without bridging mechanisms. By extending STS inquiry to oil-rich, state-led economies, the study refines theory and sets a research agenda focused on longitudinal coupling metrics, ethnographies of coordination, and outcome-based performance indicators.


Elon Musk shows he still has the White House's ear on Trump's Middle East trip

The Guardian

Over the course of an eight-minute interview, Elon Musk touted his numerous businesses and vision of a "Star Trek future" while telling the crowd that his Tesla Optimus robots had performed a dance for Donald Trump and the crown prince of Saudi Arabia, Mohammed bin Salman, to the tune of YMCA. He also announced that Starlink, his satellite internet company, had struck a deal for use in Saudi Arabia for maritime and aviation usage; looking to the near future, he expressed his desire to bring Tesla's self-driving robotaxis to the country. "We could not be more appreciative of having a lifetime partner and a friend like you, Elon, to the Kingdom," Saudi Arabia's minister of communications and IT, Abdullah Alswaha, told Musk. Although Musk has pivoted away from his role as de facto leader of the so-called "department of government efficiency" and moved out of the White House, the Saudi summit showed how he is still retaining his proximity to the US president and international influence. As Musk returns to his businesses as his primary focus, he is still primed to reap the rewards of his connections and political sway over Trump.


Trump targets massive investments in first Middle East trip

FOX News

Former President Donald Trump is embarking this week on a high-stakes tour of the Persian Gulf region, targeting business deals and strategic partnerships with three oil-rich nations: Saudi Arabia, the United Arab Emirates and Qatar. The trip marks Trump's first major foreign visit of his new term and comes as nuclear negotiations with Iran drag on and as war continues between Israel and the Palestinian terror organization, Hamas, in the Gaza Strip. While business is the official focus, the backdrop is anything but calm. White House press secretary Karoline Leavitt described the mission as part of Trump's broader vision that "extremism is defeated [through] commerce and cultural exchanges." Under President Joe Biden, U.S. relations with Gulf states cooled, particularly after Biden vowed to make Saudi Crown Prince Mohammed bin Salman a "pariah" over the 2018 killing of journalist Jamal Khashoggi.


Saudi Arabia Says It Will Increase U.S. Trade and Investment by 600 Billion

NYT > Middle East

Crown Prince Mohammed bin Salman of Saudi Arabia told President Trump on Wednesday that the kingdom intends to increase its investment and trade with the United States by at least 600 billion over the next four years, according to the official Saudi Press Agency. The crown prince, the de facto leader of Saudi Arabia, told Mr. Trump that his new administration had the ability to create "unprecedented economic prosperity" in the United States, and that the kingdom wanted to participate, a statement from the Saudi Press Agency said. There was no immediate confirmation of the call from the White House. Mr. Trump has promised to accelerate investment in the United States, particularly to help revive manufacturing. While campaigning last year, he said he would use a mix of tax cuts and tariffs to force companies to invest in the United States.


Elon Musk's Criticism of 'Woke AI' Suggests ChatGPT Could Be a Trump Administration Target

WIRED

Elon Musk just dragged ChatGPT and other artificial intelligence programs into the Trump crosshairs by repeating his warning that current AI models are too "woke" and "politically correct." "A lot of the AIs that are being trained in the San Francisco Bay Area, they take on the philosophy of people around them," Musk said at the Future Investment Initiative, a Saudi Arabia government–backed event held in Riyadh this week. "So you have a woke, nihilistic--in my opinion--philosophy that is being built into these AIs." Although Musk is himself a polarizing figure, he is right about AI systems harboring political biases. The issue, however, is far from one-sided, and Musk's framing may help further his own interests due to his ties to Trump.


Security News This Week: A Creative Trick Makes ChatGPT Spit Out Bomb-Making Instructions

WIRED

After Apple's product launch event this week, WIRED did a deep dive on the company's new secure server environment, known as Private Cloud Compute, which attempts to replicate in the cloud the security and privacy of processing data locally on users' individual devices. The goal is to minimize possible exposure of data processed for Apple Intelligence, the company's new AI platform. In addition to hearing about PCC from Apple's senior vice president of software engineering, Craig Federighi, WIRED readers also received a first look at content generated by Apple Intelligence's "Image Playground" feature as part of crucial updates on the recent birthday of Federighi's dog Bailey. Turning to privacy protection of a very different kind in another new AI service, WIRED looked at how users of the social media platform X can keep their data from being slurped up by the "unhinged" generative AI tool from xAI known as Grok AI. And in other news about Apple products, researchers developed a technique for using eye tracking to discern passwords and PINs people typed using 3D Apple Vision Pro avatars--a sort of keylogger for mixed reality.


NVIDIA becomes the third most valuable US company at Alphabet's expense

Engadget

NVIDIA is doing very well for itself, so much so that the chip maker has overtaken Alphabet, Google's parent company, to become the third most valuable company in the United States, Reuters reports. The news comes almost immediately after NVIDIA pushed past Amazon in the rankings, with the company now valued at 1.83 trillion. Worldwide, it sits in fourth, behind American companies Microsoft ( 3.04 trillion) and Apple ( 2.84 trillion) and the Saudi Arabian state-owned oil company Saudi Aramco ( 2.07 trillion). AI's boom over the last year is largely to thank for NVIDIA's jump in valuation, with about 80 percent of the high-end chip market in its hands. It created the H100 chip, which powers LLMs at OpenAI, Amazon, Meta and more.


Nvidia overtakes Alphabet, one day after eclipsing Amazon

The Japan Times

There seems to be no stopping Nvidia's scorching rally. The day after surpassing the market value of Amazon, the chip giant has now overtaken Alphabet as well. Shares of Nvidia rose 2.5% on Wednesday, closing with a market capitalization of about 1.83 trillion, and topping the search giant's value of roughly 1.82 trillion, data shows. With the gain, the chipmaker has become the world's fourth-most valuable company. Saudi Aramco, valued at about 2 trillion, looms as the next milestone.