Making AI smarter without more training data | UCR News

A study by UC Riverside researchers offers a practical solution to one of artificial intelligence’s toughest challenges by enabling AI systems to reason more like humans, without requiring new training data beyond testing questions. In a preprint paper entitled “Test-Time Matching: Unlocking Compositional Reasoning in Multimodal Models”, assistant professor Yinglun Zhu and students introduce a…

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Building Trust in Agentic AI

From principles to practice As artificial intelligence systems become more agentic and capable of multi-step reasoning and autonomous action, the issue of trust moves from theory to practice. These challenges are the focus of the Trust in AI Alliance, a new forum hosted by Thomson Reuters Labs that brings together leading AI researchers and engineers…

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Qlik Welcomes Mark Relph of AWS to AI Council

This addition brings the perspective of the cloud ecosystem and enterprise AI implementation to the board, advising Qlik on practical and responsible adoption of AI. PHILADELPHIA, January 21, 2026–(BUSINESS FEED)–Qlik®a global leader in data integration, data quality, analytics and artificial intelligence (AI), today announced that Mark Relph, Director of Amazon Web Services (AWS), has joined…

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Six Trends That Will Decide Who Wins the Next Decade

Artificial intelligence (AI) is advancing faster than the network that powers it. As Microsoft CEO, Satya Nadella recently warnedthe real limit of AI isn’t the chips… it’s the electricity. Energy has become the main bottleneck in AI, pushing tech giants to create their own energy source and reboot all available energy sources. Whoever gains this…

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Enterprises are turning to AI to solve their efficiency problems, but is just a short-term fix?

Michael Kitces and Ben Henry-Moreland ask whether these long-term problems require a solution other than AI? JANUARY 21, 2026 By Ben Henry-Moreland and Michael Kitces As companies grow and merge over time, they accumulate technical debt. Technologies, capabilities, and processes that in a perfect world would be retooled and improved every time the company grows…

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Contracting for AI Acquisition in a Rapid-Adoption Era – IPWatchdog.com

Contracts for acquiring AI in the era of rapid adoption See the speakers Organizations and government agencies are acquiring AI at unprecedented speed, often faster than legal, procurement and governance frameworks can adapt. Standard software contracts are pushed beyond their limits, exposing buyers to unclear ownership of outcomes, weak data rights, opaque model behavior, regulatory…

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Prediction: This Monster Artificial Intelligence (AI) Stock Will Reach a $5 Trillion Market Cap in 2026 (Hint: It’s Not Apple or Microsoft)

The only company to have surpassed the $5 trillion market cap is Nvidia. Currently, there are only 10 public companies in the trillion-dollar club. From highest to lowest market capitalization, these companies are Nvidia, Apple, Alphabet (GOOGL +1.31%) (GOOG +1.33%), Microsoft, Amazon, Semiconductor manufacturing in Taiwan, Metaplatforms, Broadcom, TeslaAnd Berkshire Hathaway. Within this cohort, only…

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AI trade reignited by TSMC earnings blowout

A view of the TSMC Global R&D center in Hsinchu, Taiwan on April 15, 2025. Ann Wang | Reuters Thursday offered markets a rare respite from the incessant geopolitical upheavals. Yet the week’s headlines still reflect broader global dynamics. Case in point: Taiwan’s $250 billion investment in chip production in the United States, which is…

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