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enResearchers test the trustworthiness of AI鈥攂y playing sudoku
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<span>Researchers test the trustworthiness of AI鈥攂y playing sudoku</span>
<span><span>Daniel William鈥�</span></span>
<span><time datetime="2025-07-28T16:15:49-06:00" title="Monday, July 28, 2025 - 16:15">Mon, 07/28/2025 - 16:15</time>
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<a href="/today/daniel-strain">Daniel Strain</a>
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<div><p>Artificial intelligence tools called large language models (LLMs), such as OpenAI鈥檚 ChatGPT or Google鈥檚 Gemini, can do a lot these days鈥攄ispensing relationship advice, crafting texts to get you out of social obligations and even writing science articles. </p><p>But can they also solve your morning sudoku?</p><p>In a new study, a team of computer scientists from the 精品SM在线影片 decided to find out. The group created nearly 2,300 original sudoku puzzles, which require players to enter numbers into a grid following certain rules, then asked several AI tools to fill them in.</p><p>The results were a mixed bag. While some of the AI models could solve easy sudokus, even the best struggled to explain how they solved them鈥攇iving garbled, inaccurate or even surreal descriptions of how they arrived at their answers. The results raise questions about the trustworthiness of AI-generated information, said study co-author Maria Pacheco. </p><p>鈥淔or certain types of sudoku puzzles, most LLMs still fall short, particularly in producing explanations that are in any way usable for humans,鈥� said Pacheco, assistant professor in the <a href="/cs" rel="nofollow">Department of Computer Science</a>. 鈥淲hy did it come up with that solution? What are the steps you need to take to get there?鈥�</p><p>She and her colleagues <a href="https://aclanthology.org/2025.findings-acl.155/" rel="nofollow">published their results this month</a> in Findings of the Association for Computational Linguistics.</p><div class="feature-layout-callout feature-layout-callout-medium"><div class="ucb-callout-content">
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<img loading="lazy" src="/today/sites/default/files/styles/large_image_style/public/2025-07/Pacheco_headshot_0.png?itok=_56WTAAG" width="1500" height="1500" alt="Maria Pacheco headshot">
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</div></div><p>The researchers aren鈥檛 trying to cheat at puzzles. Instead, they鈥檙e using these logic exercises to explore how AI platforms think. The results could one day lead to more reliable and trustworthy computer programs, said study co-author Fabio Somenzi, professor in the <a href="/ecee" rel="nofollow">Department of Electrical, Computer and Energy Engineering</a>.</p><p>鈥淧uzzles are fun, but they鈥檙e also a microcosm for studying the decision-making process in machine learning,鈥� he said. 鈥淚f you have AI prepare your taxes, you want to be able to explain to the IRS why the AI wrote what it wrote.鈥�</p><h2>Daily puzzle</h2><p>Somenzi, who is a self-described sudoku fan, noted that the puzzles tap into a very human way of thinking. Filling out a sudoku grid requires puzzlers to learn and follow a set of logical rules. For example, you can鈥檛 enter a two in an empty square if there鈥檚 already a two in the same row or column.</p><p>Most LLMs today struggle at that kind of thinking, in large part because of how they鈥檙e trained.</p><p>To build ChatGPT, for example, programmers first fed the AI almost everything that had ever been written on the internet. When ChatGPT responds to a question, it predicts the most likely response based on all that data鈥攁lmost like a computer version of rote memory.</p><p>鈥淲hat they do is essentially predict the next word,鈥� Pacheco said. 鈥淚f you have the start to a sentence, what word comes next? They do that by referring to every sentence in the English language that they can get their hands on.鈥�</p><p>Pacheco, Somenzi and their colleagues have joined a growing effort in computer science to merge those two ways of thinking鈥攃ombining the memory of an LLM with a human brain鈥檚 capacity for logic, a pursuit known as <a href="/today/node/54798" rel="nofollow">鈥渘eurosymbolic鈥� AI</a>.</p><p>Anirudh Maiya and Razan Alghamdi, both former graduate students at 精品SM在线影片, were also co-authors of the new paper.</p><h2>How鈥檚 the weather?</h2><p>To begin, the researchers created sudoku puzzles of varying difficulty using a six-by-six grid. (A simpler version of the nine-by-nine puzzles you usually find online).</p><p>They then gave the puzzles to a series of AI models, including the preview of OpenAI鈥檚 o1 model鈥攚hich, in 2023, represented the state-of-the-art for its kind of LLM.</p><p>The o1 model led the pack, solving roughly 65% of the sudoku puzzles correctly. Then the team asked the AI platforms to explain how they got their answers. That鈥檚 when the results got really wild.</p><p>鈥淪ometimes, the AI explanations made up facts,鈥� said Ashutosh Trivedi, a co-author of the study and associate professor of computer science at 精品SM在线影片. 鈥淪o it might say, 'There cannot be a two here because there鈥檚 already a two in the same row,' but that wasn鈥檛 the case.鈥�</p><p>In a telling example, the researchers were talking to one of the AI tools about solving sudoku when it, for unknown reasons, responded with a weather forecast.</p><p>鈥淎t that point, the AI had gone berserk and was completely confused,鈥� Somenzi said.</p><p>The researchers hope to design their own AI system that can do it all鈥攕olving complicated puzzles and explaining how. They鈥檙e starting with another type of puzzle called hitori, which, like sudoku, involves a grid of numbers.</p><p>鈥淧eople talk about the emerging capabilities of AI where they end up being able to solve things that you wouldn鈥檛 expect them to solve,鈥� Pacheco said. 鈥淎t the same time, it鈥檚 not surprising that they鈥檙e still bad at a lot of tasks.鈥�</p></div>
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<div>A team of computer scientists discovered that some AI large language models can solve sudoku puzzles, but even the best ones struggle to explain how they did it.</div>
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Mon, 28 Jul 2025 22:15:49 +0000Daniel William Strain54987 at /todayFaster, cleaner, better: Revolutionary water treatment
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<span>Faster, cleaner, better: Revolutionary water treatment</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-25T06:59:14-06:00" title="Friday, July 25, 2025 - 06:59">Fri, 07/25/2025 - 06:59</time>
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<div><p>Anthony Straub is making revolutionary advances in water purification for life on Earth and in space with nanoscale membranes鈥攖hinner than 1/100th the width of a human hair.</p></div>
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<div>Anthony Straub is making revolutionary advances in water purification for life on Earth and in space with nanoscale membranes鈥攖hinner than 1/100th the width of a human hair.</div>
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Fri, 25 Jul 2025 12:59:14 +0000Megan Maneval54991 at /todayNew quantum physics and AI-powered microchip design software awarded grants
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<span>New quantum physics and AI-powered microchip design software awarded grants </span>
<span><span>Amber Elise Carlson</span></span>
<span><time datetime="2025-07-23T22:02:09-06:00" title="Wednesday, July 23, 2025 - 22:02">Wed, 07/23/2025 - 22:02</time>
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<div><p><span>Semiconductors鈥攕ubstances that can selectively conduct or block electricity鈥攈ave been dubbed the 鈥�</span><a href="https://www.semiconductors.org/semiconductors-101/what-is-a-semiconductor/" rel="nofollow"><span lang="EN-US">brains of modern electronics</span></a><span>.鈥� They form the building blocks of the chips that power electronic devices from laptops to smartphones and tablets to sports watches.</span></p><p><span>But semiconductors generate heat when they鈥檙e working, and they can easily get too hot, which hurts their performance and can damage them. While smaller chips are denser and more efficient at processing, they are harder to keep cool because of their size.</span></p><p><span>Sanghamitra Neogi, an associate professor in the Ann and H.J. Smead Aerospace Engineering Sciences department, is exploring ways to protect semiconductors and microchips from heat damage. She specializes in nanoscale semiconductors, which are so tiny their parts are measured in nanometers (billionths of a meter).</span></p>
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<p>Sanghamitra Neogi speaks about her startup, <span>AtomTCAD Inc., at 精品SM在线影片's Ascent Deep Tech Community Showcase on June 25, 2025. (Credit: Casey Cass/精品SM在线影片)</span></p>
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<p><span lang="EN">Neogi and her research group, </span><a href="https://spot.colorado.edu/~sane3962/" rel="nofollow"><span lang="EN">CUANTAM Laboratory</span></a><span lang="EN">, have developed a sophisticated software called </span><span>AtomThermCAD </span><span lang="EN">that can predict how the materials in a microchip respond to heat, which determines whether the chip will ultimately fail from overheating. AtomThermCAD is short for Atom-to-Device Thermal Computer Aided Design software for nanometer-scale semiconductor devices. T</span><span>he research behind this software was primarily supported by a </span><a href="/aerospace/2023/08/14/cu-boulder-lead-million-dollar-darpa-computational-microelectronics-research" rel="nofollow"><span lang="EN-US">$1 million DARPA MTO Thermonat grant awarded between 2023 and 2025.</span></a></p><p><span lang="EN">E</span><span>arlier this year, Neogi launched a startup to bring the software to market for semiconductor manufacturers and other customers. To kickstart her new company, AtomTCAD Inc., Neogi received $150,000 in recent grant funding from the state鈥檚</span><a href="https://oedit.colorado.gov/press-release/oedit-announces-grants-to-35-colorado-startups-and-researchers-in-the-advanced" rel="nofollow"><span lang="EN"> </span><span lang="EN-US">Office of Economic Development and International Trade</span></a><span>, or OEDIT, matched by another $50,000 from </span><a href="/venturepartners/" rel="nofollow"><span lang="EN-US">Venture Partners at 精品SM在线影片</span></a><span>, which helps CU faculty and researchers turn their discoveries into startups and partnerships through funding and entrepreneurial support.</span></p><p><span lang="EN">The grant from OEDIT was </span><a href="https://oedit.colorado.gov/advanced-industries-proof-of-concept-grant" rel="nofollow"><span lang="EN">an advanced industries proof-of-concept grant</span></a><span lang="EN"> for researchers in advanced industries. Managed by OEDIT鈥檚 Global Business Development division, this funding is intended to accelerate innovation, promote public-private partnerships and encourage commercialization of products and services to strengthen Colorado鈥檚 economy.</span></p><p><span>OEDIT Executive Director Eve Lieberman said that Neogi鈥檚 work will benefit the entire semiconductor industry, a rapidly growing segment of Colorado鈥檚 economy.</span></p><p><span>鈥淒r. Neogi鈥檚 research addresses one of the industry鈥檚 toughest challenges by improving heat management at the nanoscale, which boosts chip performance and supports the growth of Colorado鈥檚 advanced technology sector,鈥� Lieberman said.</span></p><p><span>Chip designers use software like Neogi鈥檚 to test their designs without needing to actually build the chips. But unlike most chip design software, AtomThermCAD uses AI-accelerated quantum physics calculations to model the semiconductors and their components at an atomic level so it can accurately predict whether semiconductors or transistors too small to be seen by the naked eye will overheat.</span></p><p><span lang="EN">The software could accelerate technological advancement by saving chip designers months, if not years, of time they previously had to spend developing and testing their designs.</span></p><p><span>Neogi drew on her expertise in physics and quantum technology to develop the software. She said as microchip components get smaller and smaller, approaching the level of individual atoms, researchers need to look to quantum physics to understand how the components behave.</span></p><p><span>Neogi also feels her approach could have applications beyond microchip development.</span></p><p><span lang="EN">鈥淲hat we developed is a method where you can model the thermal phenomena of any kind of nanoscale tech device,鈥� she said. 鈥淏eyond microchips, it could be nanoscale medical devices and implants inside your body, or even drug delivery systems.鈥�</span></p></div>
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<div><div class="ucb-box ucb-box-title-hidden ucb-box-alignment-none ucb-box-style-fill ucb-box-theme-darkgray"><div class="ucb-box-inner"><div class="ucb-box-title"> </div><div class="ucb-box-content"><p class="hero"><i class="fa-solid fa-atom"> </i> <strong>Beyond the story</strong></p><p>Our quantum impact by the numbers:</p><ul><li>60-plus years as the regional epicenter for quantum research</li><li>4 Nobel prizes in physics awarded to university researchers</li><li>No. 11 quantum physics program in the nation and co-leader on the new Quantum Incubator facility</li></ul><p><a class="ucb-link-button ucb-link-button-gold ucb-link-button-default ucb-link-button-regular" href="https://www.linkedin.com/school/cuboulder/posts/?feedView=all" rel="nofollow"><span class="ucb-link-button-contents">Follow 精品SM在线影片 on LinkedIn</span></a></p></div></div></div></div>
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<div>Sanghamitra Neogi in 精品SM在线影片鈥檚 aerospace engineering department will use $200,000 in grant funding to launch a startup in which she will offer software that uses quantum physics to model microchip designs.</div>
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Thu, 24 Jul 2025 04:02:09 +0000Amber Elise Carlson54975 at /todayResearchers testing next-generation ankle braces for stroke survivors
/today/2025/07/18/researchers-testing-next-generation-ankle-braces-stroke-survivors
<span>Researchers testing next-generation ankle braces for stroke survivors</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-18T07:44:09-06:00" title="Friday, July 18, 2025 - 07:44">Fri, 07/18/2025 - 07:44</time>
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<div><p>Nearly 80% of stroke survivors experience walking issues and many turn to ankle braces for support, but the functionality of these braces is still very limited. Assistant Professor Cara Welker is leading a new, collaborative research project that aims to transform the way these assistive devices are designed.</p></div>
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<div>Nearly 80% of stroke survivors experience walking issues and many turn to ankle braces for support, but the functionality of these braces is still very limited. Assistant Professor Cara Welker is leading a new, collaborative research project that aims to transform the way these assistive devices are designed.</div>
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Fri, 18 Jul 2025 13:44:09 +0000Megan Maneval54961 at /todayNew research explores tinkering as a key classroom learning method
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<span>New research explores tinkering as a key classroom learning method</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-18T07:39:30-06:00" title="Friday, July 18, 2025 - 07:39">Fri, 07/18/2025 - 07:39</time>
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<div><p>Doctoral student Krithik Ranjan analyzed 33 student learning tools and developed a 鈥渟pectrum of tinkerability鈥� that offers designers new ways to think about teaching computational skills.</p></div>
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<div>Doctoral student Krithik Ranjan analyzed 33 student learning tools and developed a 鈥渟pectrum of tinkerability鈥� that offers designers new ways to think about teaching computational skills.</div>
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Fri, 18 Jul 2025 13:39:30 +0000Megan Maneval54960 at /todayQuantum Forge students gain industry experience with Xairos
/today/2025/07/15/quantum-forge-students-gain-industry-experience-xairos
<span>Quantum Forge students gain industry experience with Xairos</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-15T10:50:40-06:00" title="Tuesday, July 15, 2025 - 10:50">Tue, 07/15/2025 - 10:50</time>
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<div><p><span>Four seniors in the Quantum Forge class at 精品SM在线影片 recently completed their year-long project with Xairos Systems, Inc., giving them an inside look at working in the industry.</span></p></div>
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<div>Four seniors in the Quantum Forge class at 精品SM在线影片 recently completed their year-long project with Xairos Systems, Inc., giving them an inside look at working in the industry.</div>
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Tue, 15 Jul 2025 16:50:40 +0000Megan Maneval54937 at /todaySymposium advances structural engineering toward zero carbon
/today/2025/07/09/symposium-advances-structural-engineering-toward-zero-carbon
<span>Symposium advances structural engineering toward zero carbon</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-09T07:19:50-06:00" title="Wednesday, July 9, 2025 - 07:19">Wed, 07/09/2025 - 07:19</time>
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<span>College of Engineering and Applied Science</span>
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<div><p>A recent event, which drew 166 participants to the 精品SM在线影片 campus, marked an industry-wide step toward cutting emissions tied to building materials like steel and concrete.</p></div>
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<div>A recent event, which drew 166 participants to the 精品SM在线影片 campus, marked an industry-wide step toward cutting emissions tied to building materials like steel and concrete.</div>
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Wed, 09 Jul 2025 13:19:50 +0000Megan Maneval54928 at /todayThat lightbulb represents more than just a good idea
/today/2025/07/09/lightbulb-represents-more-just-good-idea
<span>That lightbulb represents more than just a good idea</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-09T07:04:45-06:00" title="Wednesday, July 9, 2025 - 07:04">Wed, 07/09/2025 - 07:04</time>
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<span>Colorado Arts and Sciences Magazine</span>
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<div><p>In research recently published in Science, 精品SM在线影片 scientists detail how light鈥攔ather than energy-intensive heat鈥攃an efficiently and sustainably catalyze chemical transformations.</p></div>
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<div>In research recently published in Science, 精品SM在线影片 scientists detail how light鈥攔ather than energy-intensive heat鈥攃an efficiently and sustainably catalyze chemical transformations.</div>
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Wed, 09 Jul 2025 13:04:45 +0000Megan Maneval54926 at /todayDraper Scholar to explore 3D-printed lens design
/today/2025/07/03/draper-scholar-explore-3d-printed-lens-design
<span>Draper Scholar to explore 3D-printed lens design</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-07-03T08:58:41-06:00" title="Thursday, July 3, 2025 - 08:58">Thu, 07/03/2025 - 08:58</time>
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<div><p>Samuel Silberman, an incoming doctoral student in electrical engineering, has landed a prestigious fellowship to support research into radio frequency lens design using advanced 3D printing and additive manufacturing.</p></div>
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<div>Samuel Silberman, an incoming doctoral student in electrical engineering, has landed a prestigious fellowship to support research into radio frequency lens design using advanced 3D printing and additive manufacturing.</div>
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Thu, 03 Jul 2025 14:58:41 +0000Megan Maneval54911 at /todayProfs partner on cybernetic human advancement research with New Frontiers Grant
/today/2025/06/25/profs-partner-cybernetic-human-advancement-research-new-frontiers-grant
<span>Profs partner on cybernetic human advancement research with New Frontiers Grant</span>
<span><span>Megan Maneval</span></span>
<span><time datetime="2025-06-25T11:18:07-06:00" title="Wednesday, June 25, 2025 - 11:18">Wed, 06/25/2025 - 11:18</time>
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<div><p>Nanomaterials and neuroscience researchers aim to build brain-body interfaces that enhance performance, improve health monitoring and support mobility.</p></div>
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<div>Nanomaterials and neuroscience researchers aim to build brain-body interfaces that enhance performance, improve health monitoring and support mobility.</div>
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Wed, 25 Jun 2025 17:18:07 +0000Megan Maneval54888 at /today