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Sustainable AI at scale

MBZUAI ·

MBZUAI is developing the AI Operating System (AIOS) to reduce the energy, time, and talent costs of AI computing. AIOS aims to make AI models smaller, faster, and more efficient, reducing reliance on expensive hardware and speeding up compute operations. It also enables cost-aware model tuning and standardizes AI modules for reliable operation. Why it matters: By addressing the environmental impact and resource demands of AI, AIOS could promote more sustainable and accessible AI development in the region and globally.

Climate conscious computing

MBZUAI ·

MBZUAI's Qirong Ho and colleagues are developing an Artificial Intelligence Operating System (AIOS) for decarbonization, aiming to reduce energy waste in AI development. The AIOS focuses on improving communication efficiency between machines during AI model training, as inefficient communication leads to prolonged tasks and increased energy consumption. This system addresses the high computing power demands of large language models like ChatGPT and LLaMA-2. Why it matters: By optimizing energy usage in AI development, the AIOS could significantly reduce the carbon footprint of AI technologies in the region and globally.

Breathing life into the AI operating system

MBZUAI ·

MBZUAI faculty Eric Xing and Qirong Ho are developing AI operating systems (AI OS) for efficient AI development, similar to mobile OS. They co-founded AI startup Petuum and lead the CASL community, which focuses on composable, automatic, and scalable learning. CASL provides a unified toolkit for distributed training and compositional model construction, with contributions from MBZUAI, CMU, Berkeley, and Stanford. Why it matters: The development of AI OS aims to optimize AI applications by efficiently connecting software and hardware, fostering innovation and broader adoption of AI solutions across industries in the region.

Mass production of AI solutions

MBZUAI ·

MBZUAI Assistant Professor Qirong Ho is researching AI operating systems to standardize algorithms and enable non-experts to create AI applications reliably. He emphasizes that countries mastering mass production of AI systems will benefit most from the Fourth Industrial Revolution. Ho is co-founder and CTO at Petuum Inc., an AI startup creating standardized building blocks for affordable and scalable AI production. Why it matters: This research aims to democratize AI development and promote widespread adoption across industries in the UAE and beyond.

ML Systems For Many

MBZUAI ·

Qirong Ho, co-founder and CTO of Petuum Inc., will be contributing to the "ML Systems for Many" initiative. Petuum is recognized for creating standardized building blocks for AI assembly. Ho also holds a Ph.D. from Carnegie Mellon University and is part of the CASL open-source consortium. Why it matters: Showcases the ongoing efforts to democratize AI development and deployment, making it more accessible and sustainable, although the specific initiative is not further detailed.

Influencing AI: Five key innovations from MBZUAI to celebrate as part of UAE Innovation Month

MBZUAI ·

MBZUAI is highlighting five key AI innovations for UAE Innovation Month, including the Jais Arabic LLM developed with Core42 and Cerebras Systems. They also highlight the AI Operating System (AIOS) for reducing AI computing energy costs. Additionally, MBZUAI received a US patent for an AI-based handwriting generation technology. Why it matters: MBZUAI's focus on Arabic NLP and efficient AI computing positions the UAE as a leader in responsible and inclusive AI development.

ILION: Deterministic Pre-Execution Safety Gates for Agentic AI Systems

arXiv ·

The paper introduces ILION, a deterministic execution gate designed to ensure the safety of autonomous AI agents by classifying proposed actions as either BLOCK or ALLOW. ILION uses a five-component cascade architecture that operates without statistical training, API dependencies, or labeled data. Evaluation against existing text-safety infrastructures demonstrates ILION's superior performance in preventing unauthorized actions, achieving an F1 score of 0.8515 with sub-millisecond latency.

Inside the 2025 International Olympiad of AI: the rules, the rationale, and what comes next

MBZUAI ·

The International Olympiad in AI (IOAI), a competition for high school students in NLP, CV, and robotics, will be hosted in Abu Dhabi by MBZUAI in 2026. MBZUAI faculty members Yova Kementchedjhieva and Maxim Panov are part of IOAI's International Scientific Committee and helped bring the event to the UAE. The IOAI 2025 in Beijing included individual contests, team challenges, and the GAITE program, testing participants with AI tasks and generalization challenges. Why it matters: Hosting IOAI in Abu Dhabi highlights the UAE's commitment to fostering AI talent and positions MBZUAI as a key player in global AI education.